physics & simulation: 69 curated resources

physics & simulation

69 resources · page 1 of 3

• Allen Brain Map

  by Allen Institute for Brain Science

  Allen Brain Map portal: open brain-cell atlases and datasets from the Allen Institute for Brain Science.

  entity dataset US en

• Amazon Science publications

  by Amazon Science

  Amazon Science publications index: research papers by Amazon scientists.

  entity org US en

• @AmazonScience

  by Amazon Science

  X account of Amazon Science: Amazon research publications, news and events.

  entity x-account US en

• rxn-sandbox

  by rxn4chemistry

  IBM RXN-Sandbox GitHub repo: lightweight local install for chemical reaction prediction models.

  entity repo US en

• ClimateBench

  by Duncan Watson-Parris

  ClimateBench GitHub repo: benchmark dataset for ML emulation of climate model projections.

  entity repo US en

• PlantVillage-Dataset

  by SP Mohanty

  PlantVillage Dataset GitHub repo: images of healthy and diseased crop leaves for classification.

  entity repo US en

• MONAI tutorials: Auto3DSeg

  by Project MONAI

  MONAI Auto3DSeg tutorials on GitHub: automated 3D CT and MRI segmentation pipelines.

  entity repo Global en

• DeepONet

  by Lu Lu

  DeepONet GitHub repo (Lu Lu): learning nonlinear operators with deep operator networks.

  entity repo Global (Brown/MIT/WPI; Chinese en

• DeepXDE

  by Lu Lu

  DeepXDE GitHub repo: library for scientific machine learning and physics-informed neural networks.

  entity repo West en

• gym-pybullet-drones

  by Learning Systems and Robotics Lab (LSY)

  gym-pybullet-drones GitHub repo: PyBullet Gym environments for drone control with reinforcement learning.

  entity repo US en

• SeisBench Model API tutorial

  by seisbench

  SeisBench notebook tutorial showing how to use the Model API for earthquake phase picking with pretrained models.

  entity benchmark en

• EDP Sciences aligns with COPE on AI

  by EDP Sciences

  EDP Sciences announcement aligning with the COPE position on AI and authorship in research publications.

  entity standard-policy France en

• EleutherAI research library

  by EleutherAI

  EleutherAI research library: papers from the nonprofit open-science AI lab.

  entity org US en

• FBPINNs

  by Ben Moseley

  FBPINNs GitHub repo: finite basis physics-informed neural networks for solving PDE problems.

  entity repo UK en

• hls4ml (Fast ML Lab)

  by Fast Machine Learning Lab

  hls4ml GitHub repo: package for machine learning inference on FPGAs using high-level synthesis.

  entity repo Global (CERN/Fermilab) en

• Intern-S1

  by InternLM

  InternLM Intern-S1 GitHub repo: scientific multimodal foundation model with model collections.

  entity repo China en

• JAX-CFD

  by Google

  Google JAX-CFD GitHub repo: computational fluid dynamics in JAX, no longer maintained.

  entity repo West en

• Journal of Forensic Sciences statement on AI (AAFS)

  by American Academy of Forensic Sciences

  Journal of Forensic Sciences statement (AAFS): policy on the use of artificial intelligence in submissions.

  entity standard-policy US en

• Luma: Open Physical AI Lab

  by Luma AI

  Luma AI research page announcing the Open Physical AI Lab, an open-science effort on physical-world AI.

  entity org US en

• MeshGraphNets code

  by Google DeepMind

  DeepMind MeshGraphNets code on GitHub: mesh-based physical simulation with graph networks.

  entity repo West en

• Cellpose README

  by MouseLand

  Cellpose README on GitHub: local usage and demo for deep learning cell and nucleus segmentation in microscopy.

  entity repo US en

• neuraloperator

  by NeuralOperator

  neuraloperator GitHub repo: library for learning neural operators such as FNO.

  entity repo West en

• Original PINNs implementation

  by Maziar Raissi

  PINNs GitHub repo (Maziar Raissi): original physics-informed neural networks code for solving and discovering PDEs.

  entity repo US en

• PDEArena (Microsoft)

  by pdearena

  PDEArena GitHub repo (Microsoft): code for generalised neural PDE surrogate modelling.

  entity repo West en

• PhiFlow

  by TUM Physics-based Simulation

  TUM PhiFlow GitHub repo: differentiable PDE solving framework for machine learning.

  entity repo EU-DE en

• Physical Intelligence research

  by Physical Intelligence

  Physical Intelligence research page: papers on robot foundation models such as FAST and real-time chunking.

  entity org US en

• PolicyEngine MCP server

  by PolicyEngine

  PolicyEngine MCP server GitHub repo: gives AI agents access to PolicyEngine tax and benefit calculations.

  entity repo United States / United Kingdom en

• Polymathic AI

  by Polymathic AI

  Polymathic AI: research collaboration building foundation models for scientific data across disciplines.

  entity lab US en

• ColabFold

  by Sergey Ovchinnikov

  ColabFold GitHub repo: notebooks for protein structure prediction with AlphaFold2 and MMseqs2.

  entity repo US en

• Sakana AI Scientist

  by Sakana AI

  Sakana AI Scientist GitHub repo: automated pipeline from research idea to experiments and paper.

  entity repo Japan en

• State Council Opinions on Deepening the "AI+" Action (国务院关于深入实施"人工智能+"行动的意见)

  by State Council of the People's Republic of China

  China State Council opinions (August 2025) on deepening the AI+ action across the economy.

  entity standard-policy China zh

• The Well dataset

  by Polymathic AI

  Polymathic AI The Well GitHub repo: 15TB collection of physics simulation datasets for machine learning.

  entity repo West en

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