The living timeline · 26 recent entries · 270 milestones
What changed, and what people actually did.
Recent releases and cool things people did with AI on a real problem, then the big milestones that got the field here. Every entry links its source.
A cool thing someone didA release
October 2026
- Oct 18, 2026 · Release
Google releases PaperBanana
Methods text in, a draft figure out. Free. Source
- Oct 15, 2026 · Release
Anthropic opens STEM Fellows
Four months at Anthropic from January 2027, helping Claude reason about hard science problems. Applications close October 28. Source
- Oct 12, 2026 · Someone did this
Vicena AI wins the Claude Community Impact Challenge
Mehdi Farza's team wants designing a drug or a battery to be as simple as building an app. Source
- Oct 11, 2026 · Release
Meta funds an open brain dataset
$15M for 15,000 hours of brain recordings from 100 people, planned as open source. Source
- Oct 11, 2026 · Release
NSF and DOE put $100M+ into autonomous labs
Money for AI-enabled instruments and self-driving labs. Watch for calls you can apply to. Source
- Oct 7, 2026 · Release
A $1.8B push for open, AI-ready biology data
Biohub, DOE, NIH, Meta, Google DeepMind and Isomorphic Labs. The data layer your models will train on. Source
- Oct 7, 2026 · Release
Evidence API launches
Evidence for and against a claim, from 100M+ papers. Source
September 2026
- Sep 23, 2026 · Someone did this
Claude finds an unknown enzyme system in phage DNA
It sits next to a CRISPR-like repeat array. Anthropic says what it does is not yet known. Source
- Sep 23, 2026 · Release
A biology benchmark is patched after agents gamed it
Agents looked up benchmark identities and invented contact details. Scores fell after the fix. Read benchmark claims with this in mind. Source
- Sep 19, 2026 · Someone did this
A model finds one experiment run 1,400 times
Pointed at 40 years of ribosome methods sections, it flagged results only one lab had ever reported. Per a third-party post. Source
- Sep 18, 2026 · Release
Anthropic opens its Life Sciences Verification Program
Verified labs and companies can apply for fuller access to Claude for biology work. Source
- Sep 17, 2026 · Someone did this
Claude makes 30 open bio models 4x faster
Anthropic open sourced the optimization code. Cheaper runs on the models your team already uses. Source
- Sep 16, 2026 · Release
Novo Nordisk partners with Anthropic
A large pharma company signs on so its scientists can use AI to bring medicines to patients faster. Source
- Sep 9, 2026 · Someone did this
Antibodies designed by an AI harness, then tested
Will Hua's opendde-harness designs antibodies from a plain request. The designs went to the lab. Source
- Sep 7, 2026 · Someone did this
A community funds an N-of-1 proteome study
Andy Hung at Stanford Medicine reached his goal on ResearchHub after 9 public expert reviews. Source
- Sep 6, 2026 · Someone did this
A free flow cytometry app
Jonas Koeppel built Cytofeather with Codex and Claude Code. Source
- Sep 4, 2026 · Someone did this
A lab builds its own analysis software
Derya Unutmaz is building flow cytometry software with GPT-6 Astra to replace paid licenses. Source
- Sep 3, 2026 · Release
WeatherNext 3
Hourly, high-resolution global forecasts, anywhere on Earth through Weather Lab. Source
August 2026
- Aug 28, 2026 · Release
Rosalind Workbench in Codex
A biology workbench inside a coding agent. Source
- Aug 27, 2026 · Release
Terminal-Bench-Science
70 research tasks. The best model solved about 30%. A useful check on agent claims. Source
- Aug 25, 2026 · Release
Adaptyv raises $40M for an automated lab
Claude-designed proteins went to Adaptyv's wet lab and came back with real data. Source
- Aug 19, 2026 · Someone did this
Claude designs protein binders with up to 35% hit rates
With Adaptyv Bio and Twist Bioscience, binders for 14 of 15 targets. A human expert wrote the 30k-token prompt. Source
- Aug 19, 2026 · Release
ICON builds Claude into clinical trials
A large CRO plans to use it for site selection, enrollment forecasting and protocol design. Per a third-party post. Source
- Aug 11, 2026 · Release
OSF Projects to go read-only in February 2027
Preprints and preregistration stay. If your lab keeps materials on OSF, plan the move. Source
- Aug 5, 2026 · Release
Ginkgo builds four autonomous labs at universities
At MIT, Caltech, Northwestern and Maryland. Source
July 2026
- Jul 20, 2026 · Someone did this
Dead research code brought back
Dean Sherry's Lazarus agent revives broken bioinformatics repos. It won a Claude life science hackathon. Source
The big milestones · 270 · newest first
How AI for science got here.
The landmark results, models, prizes and bets, from the first expert systems to this year.
2026
- Oct 15, 2026 · Policy
Commission launches RAISE pledging initiative
Dublin summit; first pledgers include Elsevier, Google, Mistral AI, Novo Nordisk Foundation, NVIDIA and Sanofi. Source
- Oct 8, 2026 · Autonomous labs
DOE funds four national lab autonomous discovery projects
SLAC, Argonne, Brookhaven and Oak Ridge will build self-driving lab tools with $30M, only $2M funded for FY2026. Source
- Oct 8, 2026 · Math
AlphaProof Nexus published in Science
Science paper reports Lean-verified proofs for 9 of 353 Erdos problems and 44 of 492 OEIS conjectures. Source
- Sep 25, 2026 · Physics
Claude computes nine-loop N=4 super Yang-Mills amplitude
Claude computed the nine-loop MHV six-particle amplitude in planar N=4 super Yang-Mills; Lance Dixon validated it. Source
- Sep 1, 2026 · Policy
NSF awards NAIRR Operations Center to UC San Diego
NSF award to the San Diego Supercomputer Center, with TACC as collaborator, for the NAIRR Operations Center. Source
- Aug 20, 2026 · Biology
Arc launches 2026 Virtual Cell Challenge
Second edition tests zero-shot prediction of CRISPRi responses in six cell lines never seen; $100k grand prize. Source
- Jul 22, 2026 · Policy
White House announces $5B+ in Genesis Mission commitments
More than $5B in federal commitments from 15+ agencies; DOE says 278 projects were selected. Source
- Jul 14, 2026 · Institutions and money
Chai Discovery raises $400M Series C at $3.8B valuation
Round for AI molecule and antibody design; Index Ventures led. Source
- Jul 8, 2026 · Weather and climate
Met Office and Turing present FastNet AI weather model
FastNet matches the Met Office Global Model on key metrics with sharper storms, but is not yet operational. Source
- Jul 7, 2026 · Drugs
Insilico starts Phase 3 trial of rentosertib in IPF
Insilico says AI found the target and designed the drug; Phase 3 enrolls about 320 patients in China. Source
- Jun 30, 2026 · Institutions and money
Anthropic launches Claude Science workbench
Beta workbench with 60+ skills and connectors, HPC and Modal job control, and up to $30k credits for 50 science projects. Source
- Jun 25, 2026 · Imaging
Aidoc First Read gets FDA Breakthrough designation
Designation for AI that drafts preliminary chest X-ray report text; investigational and not FDA cleared. Source
- Jun 11, 2026 · Drugs
Takeda zasocitinib beats deucravacitinib in Phase 3 head-to-head
Topline LATITUDE Atlas: zasocitinib beat deucravacitinib on PASI 100 at week 16 in 606 patients; company-reported. Source
- Jun 8, 2026 · Neuroscience
Complete fly brain and nerve cord connectome in Nature
Nature paper maps all neurons in an adult fly's brain and nerve cord; AI tools aligned the electron microscopy images. Source
- Jun 4, 2026 · Policy
Japan and US sign Genesis Mission AI for Science partnership
MEXT, METI and DOE signed a Statement of Intent making Japan the first international Genesis partner. Source
- May 21, 2026 · Math
AlphaProof Nexus preprint: 9 Erdos problems, 44 OEIS conjectures
Lean-based agent resolved 9 of 353 open Erdos problems and 44 of 492 OEIS conjectures, at a few hundred dollars per problem. Source
- May 20, 2026 · AI scientists
Mathematicians verify OpenAI Erdos unit distance counterexample
Nine mathematicians incl. Alon and Gowers wrote a human-verified companion note on OpenAI's counterexample; arXiv preprint. Source
- May 12, 2026 · Weather and climate
ECMWF AIFS v2 adds wave and snow-cover forecasts
ECMWF's first data-driven wave and snow cover forecasts went live on 12 May 2026 with AIFS v2. Source
- May 12, 2026 · Institutions and money
Isomorphic Labs raises $2.1B Series B
Thrive-led round with Alphabet, GV, MGX, Temasek, CapitalG and the UK Sovereign AI Fund. Source
- May 5, 2026 · Neuroscience
TRIBE v2: in-silico brain model for vision, audio, language
Preprint: one model predicts human fMRI from video, audio and text, trained on 720 subjects; reproduces classic findings. Source
- May 5, 2026 · Materials
Autonomous lab finds brighter lead-free nanomaterials in 12 hours
PoLARIS self-driving lab ran 120 experiments in 12 hours and found brighter lead-free perovskite nanoplatelets (Nature Communications). Source
- May 1, 2026 · Math
Erdos problem 1196 solved with GPT-5.4 Pro and Terence Tao
Paper with Tao proves Erdos #1196 using a method suggested by GPT-5.4 Pro; a hobbyist prompted the model. Source
- Apr 29, 2026 · Institutions and money
Biohub commits $500M to Virtual Biology Initiative
A five-year plan to generate open data and tools for predictive models of the cell. Source
- Apr 28, 2026 · Policy
CAS unveils ScienceOne 100 across 50+ institutes
The ScienceOne system added eight domain models and 2,000+ research tools used in over 100 research scenarios. Source
- Mar 26, 2026 · AI scientists
Sakana's AI Scientist published in Nature
Nature paper covers the system and scaling results; its automated reviewer reached 69% balanced accuracy. Source
- Mar 10, 2026 · AI scientists
AlphaEvolve improves nine classical Ramsey lower bounds
Google researchers used AlphaEvolve to raise lower bounds for nine Ramsey numbers, e.g. R(3,13) from 60 to 61; preprint. Source
- Mar 4, 2026 · Genomics
Evo 2 published in Nature
Peer-reviewed publication of the open Evo 2 genome model, "Genome modelling and design across all domains of life". Source
- Feb 25, 2026 · Astronomy
Rubin Observatory launches real-time public alerts
About 800,000 alerts the first night, up to 7M a night planned, filtered by community brokers using ML. Source
- Feb 20, 2026 · Institutions and money
Gates, Novo and Wellcome launch $60M EVAH health AI fund
The funders will pay for local evaluations of AI health tools in low- and middle-income countries. Source
- Feb 2, 2026 · Materials
MIT DiffSyn proposes synthesis routes for new zeolites
Diffusion model trained on 23,000+ recipes proposes zeolite synthesis routes; the team made a new, more heat-stable zeolite. Source
- Jan 22, 2026 · Institutions and money
Gates, Novo and Wellcome fund $60M AI antibiotic discovery
Three funders put $60M over three years into antibiotic discovery projects using AI-enabled models. Source
- Jan 20, 2026 · Autonomous labs
ARIA funds 12 AI scientist projects to run their own experiments
The UK agency backed teams building systems that plan, run and analyze experiments end to end. Source
- Jan 6, 2026 · Math
Aristotle and GPT-5.2 Pro solve Erdos problem 728 in Lean
Lean-verified proof of Erdos #728 by Harmonic's Aristotle with GPT-5.2 Pro; a writeup calls it the first resolved autonomously by AI. Source
2025
- Dec 17, 2025 · Weather and climate
NOAA deploys AIGFS, AIGEFS and HGEFS operationally
NOAA made its AI global model (AIGFS), AI ensemble (AIGEFS) and hybrid ensemble (HGEFS) operational. Source
- Dec 10, 2025 · Autonomous labs
DeepMind plans UK automated materials lab in 2026
UK partnership includes a Gemini-integrated lab to synthesize and characterize hundreds of materials a day, opening in 2026. Source
- Dec 6, 2025 · Biology
Arc Virtual Cell Challenge 2025 wrap-up: 5,000+ registrants
Over 5,000 registered from 114 countries; 1,200+ teams submitted and 300+ made final submissions. Source
- Nov 25, 2025 · Proteins
AlphaFold at five years: 3M+ researchers use AlphaFold DB
DeepMind says the AlphaFold Protein Database has been used by over 3 million researchers in more than 190 countries. Source
- Nov 24, 2025 · Physics
Genesis Mission executive order launches US AI-for-science push
Executive Order 14363 directs DOE to build an American Science and Security Platform for AI-driven science. Source
- Nov 20, 2025 · Policy
UK publishes AI for Science Strategy with 15 actions
DSIT set out how the UK will use AI for discovery, including AI-ready lab data and science missions. Source
- Nov 17, 2025 · Weather and climate
WeatherNext 2 released
Google says WeatherNext 2 is 8x faster and beats its prior model on 99.9% of variables; data via Earth Engine and BigQuery. Source
- Nov 12, 2025 · Math
AlphaProof paper published in Nature
Nature paper describes the RL system behind the IMO 2024 silver-level result; it solved 4 of 6 problems with AlphaGeometry. Source
- Nov 5, 2025 · Proteins
Baker lab publishes de novo antibody design with RFdiffusion
Nature paper reports RFdiffusion fine-tuned to design antibodies de novo with atomic accuracy. Source
- Nov 4, 2025 · AI scientists
Edison Scientific releases Kosmos AI scientist preprint
Preprint reports seven discoveries across four fields from 20-cycle runs; four described as novel, three reproduced unpublished work. Source
- Nov 3, 2025 · Policy
EU launches RAISE pilot under its AI in Science strategy
Commission launched the RAISE pilot (EUR 107M, Horizon Europe) as flagship of its European Strategy for AI in Science. Source
- Oct 22, 2025 · AI scientists
Agents4Science: first conference with AI authors and reviewers
Stanford-run online conference where AI systems were primary authors and reviewers of papers. Source
- Oct 20, 2025 · Institutions and money
Anthropic launches Claude for Life Sciences
Adds connectors to Benchling, BioRender, PubMed, Scholar Gateway, Synapse.org and 10x Genomics. Source
- Oct 15, 2025 · Lab methods
Google C2S-Scale 27B predicts a cancer immunotherapy lead
Cell2Sentence model predicted silmitasertib; with low-dose interferon it raised antigen presentation about 50% in cell models. Source
- Oct 8, 2025 · Policy
EU adopts European Strategy for AI in Science with RAISE
The Commission set up a virtual institute plan, 600M euros for compute access and a goal to double AI funding. Source
- Sep 30, 2025 · Materials
Periodic Labs launches with $300M seed
Ex-OpenAI and DeepMind founders began an AI-scientist lab for physical science with autonomous labs. Source
- Sep 17, 2025 · Genomics
Evo-designed bacteriophage genomes generated and tested
Arc and Stanford used Evo to design viable phage genomes, which Arc calls the first AI-generated genomes. Source
- Sep 3, 2025 · Neuroscience
International Brain Laboratory brain-wide map of decision making
IBL recorded over 600,000 neurons across 12 labs with standardized pipelines. Source
- Sep 2, 2025 · Institutions and money
OpenAI for Science group formed under Kevin Weil
OpenAI set up a dedicated unit to build tools for scientific discovery. Source
- Sep 2025 · Astronomy
Deep Loop Shaping cuts LIGO control noise 30x or more
A DeepMind reinforcement-learning controller cut LIGO control noise by over 30 times in the 10 to 30 Hz band. Source
- Aug 26, 2025 · Policy
China State Council issues AI Plus plan with science as first field
The plan puts AI-driven scientific research first among six fields for national AI adoption. Source
- Aug 14, 2025 · Institutions and money
NSF and NVIDIA give Ai2 $152M for open science AI models
NSF and NVIDIA funded the OMAI project to build fully open AI models for scientific discovery. Source
- Aug 14, 2025 · Neuroscience
Inner speech decoded from motor cortex
Kunz et al. decoded imagined sentences at up to 74% accuracy with a privacy password safeguard. Source
- Aug 14, 2025 · Medicine
Generative AI designs antibiotics against gonorrhea and MRSA
Krishnan et al. designed compounds from scratch rather than screening known libraries. Source
- Jul 30, 2025 · Earth
AlphaEarth Foundations embedding field for the planet
Google DeepMind released annual 10 metre embeddings from many satellite sources for mapping. Source
- Jul 26, 2025 · Policy
CAS unveils ScienceOne scientific foundation model
The Chinese Academy of Sciences released a model that reads spectra and waveforms and orchestrates science tools. Source
- Jul 21, 2025 · Math
Gemini Deep Think and OpenAI model earn IMO gold in natural language
Both labs solved 5 of 6 IMO 2025 problems, 35 of 42, in plain English; DeepMind's was IMO-certified. Source
- Jul 17, 2025 · Policy
Isambard-AI officially opens as UK's top AI research machine
The 225M pound Bristol system opened to researchers as part of the AI Research Resource. Source
- Jul 7, 2025 · Drugs
Isomorphic Labs says first human trials are very close
President Colin Murdoch told Fortune the firm was staffing up and getting very close to first human trials of AI-designed drugs. Source
- Jul 1, 2025 · Weather and climate
ECMWF AIFS ensemble goes operational
51-member probabilistic AI ensemble (AIFS-CRPS) released operationally 1 July 2025. Source
- Jul 2025 · Policy
UK Compute Roadmap commits up to 2B pounds, AIRR 20x by 2030
The UK pledged 1B+ pounds to grow its AI Research Resource twentyfold and 750M pounds for an Edinburgh supercomputer. Source
- Jun 27, 2025 · Medicine
Microsoft MAI-DxO diagnostic orchestrator
Microsoft reported its diagnostic orchestrator solved most hard NEJM cases, far above unaided physicians, in a simulated setting. Source
- Jun 26, 2025 · Institutions and money
Arc Institute launches Virtual Cell Challenge
Public competition to predict cell responses to perturbation, with Nvidia and 10x as sponsors. Source
- Jun 25, 2025 · Genomics
DeepMind releases AlphaGenome
One model predicts regulatory effects of variants across 1Mb of DNA. Source
- Jun 23, 2025 · Astronomy
Rubin Observatory first images; ML alert brokers prepared
First look images released 23 June 2025; LSST alerts rely on ML brokers. Source
- Jun 23, 2025 · Lab methods
Arc Institute releases State virtual cell model
State predicts cell responses to perturbation; released three days before the Virtual Cell Challenge launched. Source
- Jun 12, 2025 · Neuroscience
Instantaneous voice synthesis from motor cortex
Wairagkar et al. synthesized a participant's own voice in about 25 ms with intonation. Source
- Jun 12, 2025 · Weather and climate
Google Weather Lab and cyclone model shared with NHC
DeepMind opened an experimental cyclone model, tested live with the US National Hurricane Center. Source
- Jun 6, 2025 · Drugs
Boltz-2 predicts structure and binding affinity
Open model from MIT and Recursion approached FEP accuracy at up to 1000x the speed. Source
- Jun 3, 2025 · Drugs
Insilico rentosertib Phase 2a result published in Nature Medicine
Insilico AI-discovered target and AI-designed molecule showed lung function gains in a randomized phase 2a IPF trial. Source
- May 27, 2025 · AI scientists
Zochi paper accepted at ACL 2025 main conference
Intology says an AI-authored paper cleared main-track review at a top NLP venue. Source
- May 19, 2025 · Materials
Microsoft Discovery platform announced
Agentic R&D platform whose agents found a coolant candidate in 200 hours, which was then synthesised. Source
- May 19, 2025 · AI scientists
FutureHouse Robin agent proposes ripasudil for dry AMD
Multi-agent system Robin proposed ripasudil as a dry AMD candidate, then lab-tested it; arXiv preprint. Source
- May 14, 2025 · AI scientists
AlphaEvolve improves algorithms and math bounds
Gemini coding agent found faster matrix multiplication and recovered Google compute savings. Source
- May 6, 2025 · Astronomy
AnomalyMatch scans 99.6M Hubble cutouts for oddities
An AI ranked the Hubble Legacy Archive in 2-3 days, surfacing 138 new lens candidates and 417 mergers. Source
- May 5, 2025 · Institutions and money
Anthropic launches AI for Science program
API credits for academic and nonprofit researchers, the first step of Anthropic's science push. Source
- Apr 9, 2025 · Neuroscience
MICrONS: mouse visual cortex wired and recorded at cubic-mm scale
Function and structure of 200,000 cells linked, with a foundation model of cortex in the companion paper. Source
- Apr 9, 2025 · Medicine
AMIE conversational diagnostic AI beats physicians in blinded study
Google's Articulate Medical Intelligence Explorer outperformed primary care doctors on text-based consults. Source
- Mar 31, 2025 · Institutions and money
Isomorphic Labs raises first external round of $600M
Alphabet's AI drug design spinout took outside capital for the first time. Source
- Mar 19, 2025 · Astronomy
Euclid Q1 opens with ML-led strong lens search
Euclid's first release found 497 lens candidates; a fine-tuned Zoobot topped five ML models. Source
- Mar 17, 2025 · Earth
First FireSat satellite launches for AI wildfire detection
Google-backed FireSat aims to spot classroom-sized fires with global imagery every 20 minutes. Source
- Mar 12, 2025 · AI scientists
Sakana's AI Scientist v2 paper passes workshop review
First fully AI-generated paper accepted at an ICLR 2025 workshop, then withdrawn by design. Source
- Mar 10, 2025 · Institutions and money
Lila Sciences emerges with $200M seed
Flagship Pioneering launched an 'scientific superintelligence' company tied to autonomous labs. Source
- Feb 25, 2025 · Biology
Arc releases Virtual Cell Atlas with 300M+ cells
Largest open single-cell compendium for virtual cell models. Source
- Feb 25, 2025 · Lab methods
Tahoe-100M single-cell perturbation atlas
100 million cell perturbation dataset aimed at training virtual cell models. Source
- Feb 25, 2025 · Weather and climate
ECMWF AIFS becomes operational
First fully operational ML global model at a major forecasting centre, 25 Feb 2025. Source
- Feb 19, 2025 · AI scientists
Google unveils AI co-scientist
Gemini-based multi-agent system that proposes and ranks hypotheses, with lab-validated results. Source
- Feb 19, 2025 · Genomics
Evo 2 released: 40B-parameter genome model
Trained on 9.3T nucleotides across all life, with open weights and variant effect prediction. Source
- Feb 18, 2025 · Neuroscience
Brain2Qwerty decodes typed sentences from non-invasive MEG
Meta AI showed sentences reconstructed from brain activity without surgery. Source
- Feb 3, 2025 · Imaging
Large mammography AI trial: 29% more cancers found
MASAI randomized trial: AI-supported screening detected 29% more cancers with a substantially lower reading workload. Source
- Feb 2, 2025 · AI scientists
OpenAI launches Deep Research
Agent that produces multi-page research reports, mainstreaming agentic literature work. Source
- Jan 24, 2025 · AI scientists
Humanity's Last Exam released
Expert-written benchmark became the standard stress test for frontier model reasoning on science. Source
- Jan 16, 2025 · Materials
MatterGen generative model for inorganic materials
Microsoft's diffusion model designed new stable materials to target properties, one synthesised. Source
2024
- Dec 11, 2024 · AI scientists
Google launches Gemini Deep Research
Early agentic research product that reads many web sources and writes cited reports. Source
- Dec 10, 2024 · Policy
EuroHPC selects first seven AI Factories
Europe picked seven sites to host AI supercomputers open to researchers, startups and industry. Source
- Dec 5, 2024 · Earth
Samudra AI ocean emulator runs 150x faster
A 3D global ocean emulator stayed stable for centuries and ran 150 times faster than the source ocean model. Source
- Dec 4, 2024 · Weather and climate
GenCast probabilistic ensemble outperforms ENS
DeepMind diffusion model beat ECMWF's ensemble on 97 percent of targets, 15-day ensembles in 8 minutes. Source
- Dec 3, 2024 · Earth
Prithvi-EO-2.0 open Earth observation foundation model
NASA and IBM released an open multi-temporal model that beat Prithvi-EO-1.0 by 8 percent on GEO-Bench. Source
- Nov 20, 2024 · Drugs
Recursion completes Exscientia merger in AI drug discovery
Combined company pooled phenomics and generative chemistry platforms. Source
- Nov 18, 2024 · Weather and climate
Ai2 ACE2 reproduces 80 years of atmospheric variability
A 450M-parameter emulator tracked variability from days to decades, though forced responses were imperfect. Source
- Nov 18, 2024 · Medicine
TrialGPT matches patients to clinical trials
Jin et al. showed LLM matching approaches expert accuracy and cuts screening time. Source
- Nov 11, 2024 · Proteins
AlphaFold 3 code and weights released for academic use
Code released openly; weights on request for academic non-commercial use, after criticism of the server-only May 2024 release. Source
- Oct 28, 2024 · Physics
CaloChallenge 2022 benchmarks 31 fast calorimeter simulators
A community challenge compared GANs, flows and diffusion models for shower simulation. Source
- Oct 9, 2024 · Proteins
Nobel Chemistry awarded to Baker, Hassabis and Jumper
The Nobel recognised computational protein design and AlphaFold structure prediction. Source
- Oct 8, 2024 · Physics
Nobel Prize in Physics for neural network foundations
Hopfield and Hinton won for foundational discoveries enabling machine learning with artificial neural networks. Source
- Oct 2, 2024 · Neuroscience
FlyWire: first whole adult fly brain connectome
Dorkenwald and Schlegel et al. released 139,255 neurons and 50 million synapses, proofread by humans and AI. Source
- Aug 14, 2024 · Neuroscience
Speech neuroprosthesis reaches up to 97% accuracy
Card et al. gave a man with ALS near-natural speech decoding: 97.5% word accuracy at 8 months, one participant. Source
- Aug 12, 2024 · Institutions and money
HHMI commits $500M over 10 years to AI@HHMI
HHMI centered a decade-long AI program at Janelia and funded AI-in-the-loop experiments across its labs. Source
- Aug 12, 2024 · AI scientists
Sakana releases The AI Scientist
First end-to-end system that ideates, codes, runs and writes up ML papers for about $15 each. Source
- Aug 1, 2024 · Policy
CSIRO and Google expand collaboration on AI for science
Australia's national science agency and Google agreed to speed AI use across Australian research. Source
- Jul 25, 2024 · Math
AlphaProof and AlphaGeometry 2 reach IMO silver level
DeepMind solved 4 of 6 IMO 2024 problems, scoring 28 of 42, with Lean-verified proofs. Source
- Jul 22, 2024 · Medicine
Virchow foundation model for cancer pathology
Vorontsov et al. showed a model trained on 1.5 million slides detecting rare cancers at pan-cancer level. Source
- Jul 22, 2024 · Weather and climate
NeuralGCM hybrid climate model
Google's differentiable hybrid model matched weather skill and ran decades of climate simulation. Source
- Jul 16, 2024 · Policy
DOE publishes FASST roadmap for AI in science and security
DOE and its 17 labs set out a plan for AI-ready data, AI supercomputers and foundation models. Source
- Jul 14, 2024 · AI scientists
LAB-Bench measures LLM biology research skills
FutureHouse benchmark for literature, protocol and sequence tasks became a reference for science agents. Source
- Jun 25, 2024 · Proteins
EvolutionaryScale launches ESM3 with 142M seed round
ESM3 generated a new fluorescent protein 500M years of evolution away from known ones. Source
- Jun 10, 2024 · Weather and climate
Destination Earth enters phase 2 at LUMI
EU digital twin programme moved toward operations with km-scale Climate and Extremes twins and more machine learning. Source
- May 22, 2024 · Medicine
Prov-GigaPath whole-slide pathology foundation model
Xu et al. trained on 1.3 billion tiles from 171,000 slides across Providence health system. Source
- May 20, 2024 · Weather and climate
Aurora foundation model for the Earth system
Microsoft's 1.3B parameter model outperformed operational systems on weather, air quality and waves. Source
- May 10, 2024 · Policy
Japan releases Fugaku-LLM trained on the Fugaku supercomputer
A 13B Japanese language model was trained on CPU-based Fugaku and released openly. Source
- May 10, 2024 · Neuroscience
H01: petabyte human cortex connectome
Shapson-Coe et al. reconstructed a cubic millimeter of human temporal cortex with 57,000 cells and 150 million synapses. Source
- May 8, 2024 · Proteins
AlphaFold 3 predicts all biomolecular interactions
Diffusion model modelled proteins, DNA, RNA, ligands and ions together, beating docking tools. Source
- Apr 23, 2024 · Institutions and money
Xaira Therapeutics launches with over $1 billion
One of the largest AI biotech launches, built around protein and generative design. Source
- Mar 20, 2024 · Earth
Google AI flood forecasting extends to 80 countries (Nature)
Global river flood forecasting models gave reliable 7-day warnings in ungauged basins. Source
- Mar 19, 2024 · Medicine
UNI general-purpose pathology foundation model
Mahmood lab released UNI, a self-supervised model that generalizes across dozens of pathology tasks. Source
- Mar 18, 2024 · Weather and climate
NVIDIA unveils Earth-2 and CorrDiff at GTC
NVIDIA launched a cloud climate digital twin platform with a generative km-scale downscaling model. Source
- Mar 2024 · Earth
MethaneSAT launches to map oil and gas methane
EDF's satellite targeted global oil and gas methane emissions from space before contact was lost in June 2025. Source
- Feb 27, 2024 · Genomics
Evo introduced: DNA foundation model at single-nucleotide resolution
Arc/Stanford's Evo modeled bacterial and phage genomes at 131kb context and designed CRISPR systems. Source
- Feb 26, 2024 · Lab methods
scGPT: generative pretrained model for single cell
Cui et al. trained a transformer on over 33 million cells for annotation and perturbation prediction. Source
- Feb 21, 2024 · Physics
AI predicts tokamak tearing instabilities ahead of time
Princeton and Seoul team's model predicted tearing modes in DIII-D and avoided them. Source
- Jan 29, 2024 · Neuroscience
Neuralink implants first human participant
Musk announced the first human implant in the PRIME trial of a wireless BCI (implant on Jan 28). Source
- Jan 24, 2024 · Policy
NAIRR pilot launched by NSF
US pilot gave researchers shared access to compute, models and data from federal and private partners. Source
- Jan 22, 2024 · Imaging
MedSAM: segment anything for medical images
Ma et al. adapted a foundation segmentation model to 10 imaging modalities. Source
- Jan 17, 2024 · Math
AlphaGeometry solves olympiad geometry near gold level
Neuro-symbolic system solved 25 of 30 IMO geometry problems, close to a gold medallist. Source
- Jan 8, 2024 · Materials
Microsoft and PNNL AI screens 32M candidates, new battery electrolyte
Azure Quantum Elements pipeline screened about 32M candidates to a solid-state electrolyte that was synthesized and tested. Source
- Jan 7, 2024 · Drugs
Isomorphic Labs signs Lilly and Novartis drug discovery deals
Up to $2.9B in milestones plus about $82.5M upfront across the Lilly and Novartis collaborations. Source
2023
- Dec 29, 2023 · Materials
MACE-MP-0 universal ML interatomic potential
A foundation interatomic potential covering much of the periodic table, trained on Materials Project data. Source
- Dec 20, 2023 · Autonomous labs
Coscientist plans and runs chemistry with GPT-4
An LLM agent designed, coded and executed real reactions on lab hardware. Source
- Dec 20, 2023 · Medicine
AI discovers a new structural class of antibiotics
Wong et al. used explainable deep learning to find compounds active against MRSA. Source
- Dec 15, 2023 · Physics
CMS tests anomaly-detection autoencoder in Level-1 test crate
An autoencoder ran on real collision data in a test copy of the CMS Global Trigger before going live. Source
- Dec 14, 2023 · AI scientists
FunSearch finds new math results with an LLM
An LLM plus evaluator loop found new cap set constructions, a first for LLM-led open problems. Source
- Dec 13, 2023 · Neuroscience
Whole mouse brain cell type atlas
Yao et al. (Allen Institute) mapped over 5,300 cell types using ML clustering on 4 million cells. Source
- Nov 29, 2023 · AI scientists
GNoME predicts 2.2 million new crystals
DeepMind's graph network expanded known stable materials by an order of magnitude. Source
- Nov 29, 2023 · Autonomous labs
A-Lab synthesizes 41 new inorganic materials
An autonomous lab reported making 41 of 58 target compounds in 17 days. Source
- Nov 15, 2023 · Proteins
Chroma generative protein model published in Nature
Programmable diffusion model Chroma designed proteins, with experimental validation. Source
- Nov 14, 2023 · Weather and climate
GraphCast beats HRES on 90 percent of targets
DeepMind's graph network gave 10-day forecasts in under a minute on one chip. Source
- Nov 1, 2023 · Policy
UK commits 225M pounds to Isambard-AI under new AI Research Resource
The UK announced a Bristol AI supercomputer within a 300M pound national AI Research Resource. Source
- Oct 9, 2023 · Institutions and money
Simons and Flatiron launch Polymathic AI science models
A multi-institution team began building one model that learns from simulations across many scientific fields. Source
- Oct 4, 2023 · Astronomy
AstroCLIP cross-modal foundation model for galaxies
AstroCLIP aligns galaxy images and spectra; AstroLLaMA (arXiv 2023-09-12) was an earlier astronomy LLM. Source
- Oct 3, 2023 · Weather and climate
Ai2 ACE emulates a 100 km atmosphere model
A 200M-parameter emulator stayed stable for 100 years and ran about 100 times faster than its source model. Source
- Sep 24, 2023 · Weather and climate
CorrDiff diffusion model downscales weather to 2 km
A diffusion model downscaled 25 km data to 2 km over Taiwan, cheaply adding km-scale detail. Source
- Sep 19, 2023 · Institutions and money
Chan Zuckerberg Initiative builds 1,000+ GPU cluster for cell models
CZI funded a nonprofit GPU cluster to train open predictive models of healthy and diseased cells. Source
- Sep 19, 2023 · Genomics
AlphaMissense classifies 71M human missense variants
Predicted pathogenicity for nearly all missense variants, a resource for rare disease genetics. Source
- Sep 13, 2023 · Medicine
RETFound foundation model for retinal images
Zhou et al. trained on 1.6 million retinal images and transferred to eye and systemic disease prediction. Source
- Aug 28, 2023 · Materials
Matbench Discovery benchmark for ML materials stability
Benchmark ranking universal potentials on finding stable crystals shaped the field's evaluation. Source
- Aug 24, 2023 · Physics
ATLAS unsupervised autoencoder anomaly search
ATLAS applied unsupervised ML to Run 2 data, called a first at a collider, with a 2.9 sigma top excess. Source
- Aug 23, 2023 · Neuroscience
Speech BCIs reach 62 and 78 words per minute
Willett and Metzger papers decoded speech, with an avatar in Metzger, at far higher rates than before. Source
- Aug 3, 2023 · Earth
Prithvi geospatial foundation model (NASA and IBM)
Open foundation model on satellite imagery for flood, burn scar and land mapping. Source
- Jul 12, 2023 · Medicine
Med-PaLM passes USMLE-style medical questions
Singhal et al. showed an LLM passing USMLE-style questions with physician-rated answer quality. Source
- Jul 11, 2023 · Proteins
RFdiffusion enables de novo binders and enzymes
Diffusion-based design produced working binders, symmetric assemblies and motifs at high success rates. Source
- May 31, 2023 · Lab methods
Geneformer: transfer learning for network biology
First widely used single-cell foundation model, pretrained on about 30 million cells. Source
- May 25, 2023 · Medicine
Abaucin: AI finds an antibiotic against Acinetobacter
Liu et al. used ML to find a narrow-spectrum drug for a top-priority resistant pathogen. Source
- May 24, 2023 · Neuroscience
Digital bridge restores walking after spinal cord injury
Lorach et al. linked decoded brain signals to spinal stimulation in a paralyzed man. Source
- May 4, 2023 · Policy
NSF funds seven new AI Research Institutes with $140M
NSF expanded its national AI institutes network to close to half a billion dollars in total investment. Source
- May 1, 2023 · Neuroscience
Semantic decoder reconstructs language from fMRI
Tang et al. decoded the gist of continuous speech noninvasively. Source
- Apr 28, 2023 · Autonomous labs
Toronto wins C$200M for Acceleration Consortium self-driving labs
Canada's largest university research grant funds AI and robotics labs for materials and molecule discovery. Source
- Apr 13, 2023 · Astronomy
PRIMO ML sharpens the M87 black hole image
PRIMO used simulation-trained learned priors to reconstruct a sharper M87 ring from EHT data. Source
- Apr 11, 2023 · Chemistry
ChemCrow: LLM chemistry agent with expert tools
Tool-augmented GPT-4 planned syntheses and guided an insect repellent and organocatalysts. Source
- Mar 27, 2023 · Policy
China launches AI for Science deployment via MOST and NSFC
The science ministry and NSFC started a national push to use AI in basic research, drug work and new materials. Source
- Mar 20, 2023 · Medicine
GPT-4 passes medical licensing exam benchmarks
Nori et al. showed a general LLM exceeding passing scores on USMLE without specialized training. Source
- Mar 16, 2023 · Proteins
ESM-2 and ESMFold published in Science
Language-model-only structure prediction ran much faster than AlphaFold 2 and predicted 600M metagenomic proteins. Source
- Mar 10, 2023 · Neuroscience
Complete larval fruit fly connectome
Winding et al. mapped 3,016 neurons and 548,000 synapses of a whole insect brain. Source
- Jan 24, 2023 · Weather and climate
ClimaX foundation model for weather and climate
A pretrained transformer was fine-tuned for many weather and climate tasks, an early climate foundation model. Source
- 2023 · Institutions and money
RIKEN launches TRIP-AGIS platform for AI for Science
RIKEN built a platform to put AI inside hypothesis generation, modeling and robotic experiments. Source
2022
- Nov 16, 2022 · AI scientists
Meta releases Galactica science language model
Meta released Galactica, a language model trained on scientific text, for science tasks. Source
- Nov 3, 2022 · Weather and climate
Pangu-Weather matches ECMWF IFS skill
Huawei's 3D transformer reported forecasts beating ECMWF IFS on deterministic scores. Source
- Oct 26, 2022 · Institutions and money
Schmidt AI in Science Postdocs start at nine universities
A $148M fellowship funds postdocs who apply AI across the natural sciences at nine universities worldwide. Source
- Oct 5, 2022 · Math
AlphaTensor discovers faster matrix multiplication algorithms
RL found algorithms beating Strassen for 4x4 matrices in a finite field, a 50-year-old record. Source
- Sep 20, 2022 · Medicine
EMA qualifies Unlearn PROCOVA covariate adjustment method
EMA qualified prognostic covariate adjustment, using AI prognostic scores to raise trial power in phase 2 and 3 trials. Source
- Sep 15, 2022 · Proteins
ProteinMPNN published in Science
ProteinMPNN made inverse folding robust, a core tool for AI protein design. Source
- Sep 2022 · Policy
NIH launches Bridge2AI to build AI-ready biomedical datasets
NIH committed $130M over four years so biomedical data can train AI models. Source
- Jul 28, 2022 · Proteins
AlphaFold DB expands to 200 million structures
Nearly every known protein got a predicted structure, a step change in coverage. Source
- Jun 29, 2022 · Math
Minerva solves quantitative reasoning problems
Google's LLM reached over 50 percent on MATH, showing LLMs could do college-level quant reasoning. Source
- May 4, 2022 · Chemistry
Equivariant GNNs (NequIP) reach near-DFT accuracy with little data
E(3)-equivariant networks made data-efficient interatomic potentials practical. Source
- Feb 22, 2022 · Weather and climate
FourCastNet global AI weather model
NVIDIA's Fourier neural operator model forecast fast at 0.25 degree, an early AI-weather proof. Source
- Feb 21, 2022 · Drugs
Insilico's INS018_055 enters Phase 1 trial
Phase 1 of an AI-discovered target and AI-generated molecule began in healthy volunteers. Source
- Feb 16, 2022 · Physics
DeepMind and EPFL reinforcement learning controls tokamak plasma
RL agent shaped plasma on the TCV tokamak, a first for learned fusion control. Source
2021
- Dec 1, 2021 · Math
DeepMind AI guides new knot theory and representation theorems
ML found patterns that led to new theorems in knot invariants and Kazhdan-Lusztig polynomials. Source
- Nov 19, 2021 · Astronomy
ExoMiner validates 301 new Kepler exoplanets
An explainable NASA deep network confirmed 301 planets at 0.936 recall at 99 percent precision. Source
- Nov 18, 2021 · Imaging
Mesmer: human-level whole-cell segmentation of tissue
Greenwald et al. released TissueNet and a model that standardizes multiplexed imaging analysis. Source
- Nov 1, 2021 · Drugs
Isomorphic Labs launched as new Alphabet company
Alphabet formed a dedicated AI drug discovery company built on AlphaFold. Source
- Sep 22, 2021 · Medicine
FDA grants De Novo to Paige Prostate AI pathology software
De Novo grant for software that flags suspected prostate cancer on whole slide images. Source
- Sep 6, 2021 · Physics
AtlFast3 uses ML for fast ATLAS calorimeter simulation
ATLAS replaced the slowest Geant4 calorimeter step with parameterized plus ML simulation. Source
- Aug 30, 2021 · Autonomous labs
Carnegie Mellon and Emerald Cloud Lab plan first university cloud lab
CMU announced a $40M remote-controlled lab with 100+ instruments, the first cloud lab built inside a university. Source
- Jul 22, 2021 · Proteins
AlphaFold DB opens with 350,000 structures
EMBL-EBI hosted predicted structures for the human proteome and 20 model organisms, free to all. Source
- Jul 15, 2021 · Proteins
RoseTTAFold from Baker lab matches AlphaFold 2 closely
An academic three-track network reproduced near-AlphaFold accuracy and opened the field to design work. Source
- Jul 15, 2021 · Proteins
AlphaFold 2 paper and open code released
Nature paper plus open source made accurate prediction available to every lab. Source
- Jul 15, 2021 · Neuroscience
Speech neuroprosthesis decodes words in paralyzed man
Moses et al. decoded attempted speech to text in a person with anarthria. Source
- Jun 23, 2021 · Astronomy
DINGO speeds gravitational-wave inference to about a minute
Neural posterior estimation matched standard codes on eight events while cutting runtime from about a day. Source
- May 12, 2021 · Neuroscience
Handwriting decoded from brain activity at 90 characters per minute
Willett et al. used a recurrent network to turn imagined handwriting into text for a paralyzed participant. Source
- Jan 27, 2021 · Imaging
Mirai predicts breast cancer risk from mammograms
Yala et al. validated a deep risk model across hospitals and countries. Source
- Jan 20, 2021 · Physics
Normalizing flows for lattice field theory introduced
Normalizing-flow samplers sped up lattice field theory calculations. Source
2020
- Dec 14, 2020 · Imaging
Cellpose: generalist cell segmentation
Stringer et al. gave biologists a pretrained model that segments many cell types without retraining. Source
- Nov 30, 2020 · Proteins
AlphaFold 2 solves protein folding at CASP14
Median GDT near 92 matched experimental accuracy and settled a 50-year grand challenge. Source
- Nov 14, 2020 · Physics
Fermilab Booster RL controller regulates magnet power
A reinforcement-learned controller, trained on a surrogate, ran on FPGAs for accelerator control. Source
- Oct 20, 2020 · Materials
Open Catalyst 2020 (OC20) dataset released
Meta and CMU released very large catalyst DFT dataset to drive ML for energy materials. Source
- Sep 15, 2020 · Materials
Matbench and ML-for-materials benchmarks mature (Matbench paper)
Standardised benchmarks let materials ML models be compared fairly. Source
- Sep 7, 2020 · Neuroscience
Hemibrain connectome of the fly central brain published
Scheffer et al. reconstructed about 25,000 neurons with machine-learning-assisted segmentation (eLife; preprint Jan 2020). Source
- Aug 7, 2020 · Earth
EQTransformer deep-learning earthquake detector published
Deep learning pickers produced far richer earthquake catalogs and became standard seismology tools. Source
- Jul 8, 2020 · Autonomous labs
Mobile robotic chemist runs 688 experiments
A free-roaming robot using Bayesian search found a better photocatalyst mixture in 8 days. Source
- May 6, 2020 · Physics
ATLAS runs first weakly supervised dijet resonance search
ATLAS used weakly supervised ML on 139 fb-1 and found no significant excess. Source
- Feb 2020 · Medicine
Halicin: deep learning finds a new antibiotic
Stokes et al. found a broad-spectrum antibiotic by screening 100 million molecules in silico. Source
- Jan 30, 2020 · Medicine
First AI-designed drug enters human trial (DSP-1181)
Exscientia and Sumitomo Dainippon started Phase 1 for an AI-designed molecule after under 12 months of design. Source
- Jan 1, 2020 · Imaging
Google breast cancer AI outperforms radiologists
McKinney et al. reported fewer false positives and negatives than readers in UK and US screening data. Source
2010s
- Jul 15, 2019 · Medicine
Clinical-grade pathology AI trained on 44,000 slides
Campanella et al. showed weakly supervised slide-level cancer detection without pixel annotations. Source
- May 3, 2019 · Neuroscience
Neural network designs images that control deep cortical neurons
Bashivan et al. used a model to drive V4 neurons beyond natural images, showing model-guided brain control. Source
- Apr 26, 2019 · Physics
Flow-based sampling attacks critical slowing down in lattice field theory
Machine-learned flows sped up Monte Carlo sampling for lattice theories without needing existing samples. Source
- Apr 24, 2019 · Neuroscience
Speech synthesized directly from human cortical activity
Anumanchipalli et al. decoded articulatory movements from cortex and generated intelligible speech. Source
- Mar 4, 2019 · Imaging
Deep learning virtual histological staining
Rivenson et al. generated H&E-like stains from autofluorescence without chemical staining. Source
- Nov 26, 2018 · Imaging
CARE restores low-light fluorescence microscopy images
Weigert et al. showed content-aware restoration enables imaging with far less light and faster acquisition. Source
- Nov 22, 2018 · Earth
LSTM networks beat benchmark at rainfall-runoff modelling
LSTMs trained on 241 catchments beat a standard hydrologic model, opening deep learning in hydrology. Source
- Sep 17, 2018 · Imaging
Label-free prediction of 3D fluorescence from transmitted light
Ounkomol et al. (Allen Institute) made virtual labeling of organelles practical. Source
- Sep 10, 2018 · Astronomy
Machine learning finds 72 hidden bursts from FRB 121102
Breakthrough Listen's algorithm found 72 radio bursts missed in 2017 Green Bank data, a first for ML detection. Source
- Aug 29, 2018 · Earth
Deep learning predicts aftershock locations
Neural net outperformed Coulomb stress for aftershock patterns, an early AI earthquake science result. Source
- Aug 20, 2018 · Lab methods
DeepLabCut brings markerless pose tracking to labs
Mathis et al. made animal behavior tracking from video accessible with few labeled frames. Source
- Aug 13, 2018 · Medicine
DeepMind AI triages 50+ retinal diseases from OCT
De Fauw et al. showed referral recommendations matching experts across many eye conditions. Source
- Jul 18, 2018 · Chemistry
Chemical space ML meets robot synthesis (Granda et al.)
Nature 2018 work with ML-guided reaction discovery in an automated platform foreshadowed self-driving chemistry labs. Source
- Jul 16, 2018 · Neuroscience
Flood-filling networks automate brain tissue reconstruction
Januszewski et al. made high-accuracy neuron segmentation from EM scalable, enabling modern connectomics. Source
- Jul 2018 · Neuroscience
Whole adult fly brain imaged at synaptic resolution (FAFB)
Zheng et al. released the EM volume that FlyWire later segmented into a full connectome. Source
- Apr 2018 · Imaging
In silico labeling predicts fluorescence from brightfield
Christiansen et al. trained nets to infer fluorescent labels from unlabeled images, the start of virtual staining. Source
- Mar 29, 2018 · Chemistry
Segler et al. neural retrosynthesis planning
Deep neural nets plus tree search planned syntheses that chemists rated on par with literature routes. Source
- Mar 8, 2018 · Earth
PhaseNet deep network picks seismic arrivals
A neural net picked P and S arrivals more accurately than older methods, starting the AI seismology wave. Source
- Feb 13, 2018 · Medicine
FDA authorizes Viz.ai AI stroke triage
First FDA De Novo for AI that alerts clinicians to suspected large vessel occlusion on CT. Source
- Jan 12, 2018 · Chemistry
Gomez-Bombarelli: VAE continuous molecule design
Autoencoder latent space allowed gradient-based optimisation of molecules, launching generative chemistry. Source
- Dec 14, 2017 · Astronomy
Kepler-90 eighth planet found with neural network
Google and UT Austin network found a hidden exoplanet in Kepler data. Source
- Nov 14, 2017 · Imaging
CheXNet reaches radiologist-level pneumonia detection
Rajpurkar et al. showed a 121-layer CNN matching radiologists on chest X-rays with a large public dataset. Source
- Jun 26, 2017 · Chemistry
SchNet and deep tensor networks for molecules
Learned continuous-filter networks predicted molecular energies with near-DFT accuracy, a basis for MLIPs. Source
- May 5, 2017 · Physics
CaloGAN simulates calorimeter showers with GANs
A GAN simulated 3D showers with speed-ups reported as high as 100,000 times. Source
- Feb 28, 2017 · Astronomy
Gravity Spy brings ML into LIGO glitch classification
ML classifiers became part of LIGO glitch vetting and searches. Source
- Feb 10, 2017 · Physics
Neural networks identify phases of matter and learn quantum states
Carleo and Troyer's neural quantum states opened ML for many-body physics. Source
- Jan 25, 2017 · Medicine
Deep network matches dermatologists on skin cancer
Esteva et al. showed a CNN classifying skin lesions at dermatologist level, a widely cited Nature milestone. Source
- Dec 30, 2016 · Astronomy
Deep Filtering detects gravitational waves with neural nets
Convolutional networks found binary black hole signals in noisy data far faster than matched filtering. Source
- Dec 13, 2016 · Medicine
Deep learning detects diabetic retinopathy at specialist level
Gulshan et al. in JAMA validated a deep network on retinal photos, opening the era of clinical-grade medical imaging AI. Source
- Nov 16, 2015 · Physics
Jet-images paper brings deep learning to LHC jet tagging
Early CNN jet-tagging paper that helped start deep learning for LHC jet classification; "standard" claim is not in the source. Source
- May 18, 2015 · Imaging
U-Net introduced for biomedical image segmentation
U-Net became the default architecture for cell and medical image segmentation across labs. Source
- Mar 24, 2015 · Astronomy
Deep network learns Galaxy Zoo morphology labels
A rotation-invariant CNN matched volunteer consensus on galaxy shapes with near-perfect accuracy on clear cases. Source
- Mar 2015 · Early roots
Eve robot scientist repositions drugs for neglected diseases
Eve's automated screening validated cheaper drug development by repositioning compounds against neglected tropical disease targets. Source
- May 8, 2014 · Neuroscience
Deep nets predict neural responses in primate visual cortex
Yamins and DiCarlo showed task-optimized networks match IT cortex, founding the NeuroAI modeling approach. Source
- Jul 1, 2013 · Materials
Materials Project launches open computed-materials database
Open DFT database of inorganic materials became the training base for later ML materials models. Source
- Jul 4, 2012 · Physics
ATLAS and CMS announce Higgs boson discovery
ATLAS and CMS announced the new particle at CERN on 4 July 2012. The ML role in the analyses is not sourced here. Source
- May 16, 2012 · Neuroscience
BrainGate participants steer a robotic arm to drink coffee
Hochberg et al. showed reach-and-grasp control of a robot arm from decoded cortical signals. Source
Before 2010
- Apr 3, 2009 · Early roots
Eureqa distills natural laws from data
Schmidt and Lipson's symbolic regression recovered laws of motion from raw measurements in Science. Source
- Apr 3, 2009 · Early roots
Adam, the first robot scientist to discover new knowledge
Adam autonomously found yeast gene functions, with results confirmed by hand. Source
- Apr 2, 2007 · Chemistry
Behler-Parrinello neural network potentials
First high-dimensional neural network potentials, seeding ML interatomic potentials for atomistic simulation. Source
- Jul 2006 · Neuroscience
BrainGate: tetraplegic man controls cursor by thought
Hochberg et al. showed neural decoding of motor cortex activity could drive a computer in a human. Source
- Jan 2004 · Early roots
Robot scientist generates and tests hypotheses
King et al. in Nature described a robot that formed yeast genomics hypotheses and ran experiments to test them. Source
- Nov 21, 2003 · Proteins
Baker lab designs Top7, a novel protein fold
First de novo designed protein with a fold not seen in nature, proving computational design could work. Source
- Feb 15, 2001 · Genomics
Human genome draft sequences published
The reference genome is the substrate for every genomics model that followed. Source
- Jun 26, 1998 · Imaging
FDA approves first computer-aided mammography detection (M1000)
R2 ImageChecker became the first FDA-approved CAD device for reading mammograms. Source
- 1994 · Proteins
CASP launched to benchmark protein structure prediction
A blind biennial contest gave the field its honest yardstick for 30 years. Source
- Nov 12, 1986 · Neuroscience
Complete C. elegans wiring diagram published
White et al. mapped all 302 neurons by hand, the template every later connectome project followed. Source
- 1979 · Early roots
BACON.3 rediscovers physical laws from data
Langley's BACON.3 rediscovered Kepler's third law and Ohm's law from numerical data, a template for data-driven discovery. Source
- 1976 · Early roots
Lenat's AM rediscovers math concepts
The Automated Mathematician generated and explored concepts such as primes without human guidance. Source
- 1976 · Medicine
MYCIN expert system advises on infections
MYCIN showed rule-based AI could match specialists at diagnosing bacterial infections and picking antibiotics. Source
- 1971 · Proteins
Protein Data Bank founded with 7 structures
The open archive became the training data that made AlphaFold and later structure models possible. Source
- 1964 · Early roots
DENDRAL begins at Stanford
First expert system to automate scientific reasoning: inferring molecular structures from mass spectra. Source
- Mar 8, 1958 · Proteins
Kendrew solves first protein 3D structure (myoglobin)
X-ray crystallography revealed a protein's atomic structure, starting the structure data that later trained AI. Source
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