---
id: "/science-medicine/physics-simulation/"
title: "physics & simulation: 69 curated resources"
url: "https://skillissue.dev/science-medicine/physics-simulation/"
---

# physics & simulation: 69 curated resources

physics & simulation

[Beginner](/science-medicine/beginner/index.md) [Intermediate](/science-medicine/intermediate/index.md) [Advanced](/science-medicine/advanced/index.md) [Expert](/science-medicine/expert/index.md)

69 resources · page 1 of 3

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### [Allen Brain Map](/frontier/research-feeds/allen-brain-map/index.md)

by [Allen Institute for Brain Science](https://alleninstitute.org/)

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

entity dataset US en 

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### [Amazon Science publications](/frontier/research-feeds/amazon-science-publications/index.md)

by [Amazon Science](https://amazon.science/)

Amazon Science publications index: research papers by Amazon scientists.

entity org US en 

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### [@AmazonScience](/frontier/research-feeds/amazonscience/index.md)

by [Amazon Science](https://x.com/AmazonScience)

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

entity x-account US en 

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### [rxn-sandbox](/frontier/research-feeds/chemical-reaction-prediction-rxn-sandbox-quick-start-and-usage-verified-via-full/index.md)

by [rxn4chemistry](https://github.com/rxn4chemistry)

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

entity repo US en 

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### [ClimateBench](/frontier/research-feeds/climate-scenario-emulation-climatebench-verified-free-benchmark-practice-reposit/index.md)

by [Duncan Watson-Parris](https://duncanwp.github.io)

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

entity repo US en 

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### [PlantVillage-Dataset](/frontier/research-feeds/crop-leaf-disease-classification-plantvillage-dataset-usage-guide-verified-via-f/index.md)

by [SP Mohanty](https://spmohanty.com)

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

entity repo US en 

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### [MONAI tutorials: Auto3DSeg](/frontier/research-feeds/ct-mri-segmentation-monai-auto3dseg-examples-verified-free-guide-gpu-data-requir/index.md)

by [Project MONAI](https://project-monai.github.io/)

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

entity repo Global en 

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### [DeepONet](/frontier/research-feeds/deeponet/index.md)

by [Lu Lu](https://lugroup.yale.edu)

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

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

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### [DeepXDE](/frontier/research-feeds/deepxde/index.md)

by [Lu Lu](https://lugroup.yale.edu)

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

entity repo West en 

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### [gym-pybullet-drones](/frontier/research-feeds/drone-flight-control-learning-gym-pybullet-drones-reinforcement-learning-example/index.md)

by [Learning Systems and Robotics Lab (LSY)](https://www.dynsyslab.org/)

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

entity repo US en 

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### [SeisBench Model API tutorial](/frontier/research-feeds/earthquake-phase-picking-seisbench-model-api-tutorial-verified/index.md)

by [seisbench](https://github.com/seisbench)

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

entity benchmark en 

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### [EDP Sciences aligns with COPE on AI](/frontier/research-feeds/edp-sciences-aligns-with-cope-on-ai/index.md)

by [EDP Sciences](https://www.edpsciences.org/)

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

entity standard-policy France en 

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### [EleutherAI research library](/frontier/research-feeds/eleutherai-research-library/index.md)

by [EleutherAI](https://eleuther.ai/)

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

entity org US en 

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### [FBPINNs](/frontier/research-feeds/fbpinns/index.md)

by [Ben Moseley](https://benmoseley.blog/)

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

entity repo UK en 

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### [hls4ml (Fast ML Lab)](/frontier/research-feeds/hls4ml-fast-ml-lab/index.md)

by [Fast Machine Learning Lab](https://fastmachinelearning.org/)

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

entity repo Global (CERN/Fermilab) en 

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### [Intern-S1](/frontier/research-feeds/intern-s1/index.md)

by [InternLM](https://chat.intern-ai.org.cn/)

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

entity repo China en 

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### [JAX-CFD](/frontier/research-feeds/jax-cfd/index.md)

by [Google](https://opensource.google/)

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

entity repo West en 

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### [Journal of Forensic Sciences statement on AI (AAFS)](/frontier/research-feeds/journal-of-forensic-sciences-statement-on-ai-aafs/index.md)

by [American Academy of Forensic Sciences](https://www.aafs.org/)

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

entity standard-policy US en 

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### [Luma: Open Physical AI Lab](/frontier/research-feeds/luma-open-physical-ai-lab/index.md)

by [Luma AI](https://lumalabs.ai/)

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

entity org US en 

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### [MeshGraphNets code](/frontier/research-feeds/meshgraphnets-code/index.md)

by [Google DeepMind](https://www.deepmind.com/)

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

entity repo West en 

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### [Cellpose README](/frontier/research-feeds/microscopy-cell-nucleus-segmentation-cellpose-local-usage-and-demo-verified-via-/index.md)

by [MouseLand](https://github.com/MouseLand)

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

entity repo US en 

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### [neuraloperator](/frontier/research-feeds/neuraloperator-library/index.md)

by [NeuralOperator](https://neuraloperator.github.io/dev/index.html)

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

entity repo West en 

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### [Original PINNs implementation](/frontier/research-feeds/original-pinns-implementation/index.md)

by [Maziar Raissi](https://github.com/maziarraissi)

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

entity repo US en 

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### [PDEArena (Microsoft)](/frontier/research-feeds/pdearena-microsoft/index.md)

by [pdearena](https://github.com/pdearena)

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

entity repo West en 

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### [PhiFlow](/frontier/research-feeds/phiflow/index.md)

by [TUM Physics-based Simulation](https://ge.in.tum.de)

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

entity repo EU-DE en 

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### [Physical Intelligence research](/frontier/research-feeds/physical-intelligence-research/index.md)

by [Physical Intelligence](https://pi.website/)

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

entity org US en 

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### [PolicyEngine MCP server](/frontier/research-feeds/policyengine-mcp-server/index.md)

by [PolicyEngine](https://policyengine.org)

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

entity repo United States / United Kingdom en 

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### [Polymathic AI](/frontier/research-feeds/polymathic-ai/index.md)

by [Polymathic AI](https://polymathic-ai.org/)

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

entity lab US en 

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### [ColabFold](/frontier/research-feeds/protein-structure-prediction-colabfold-verified-free-notebooks-hosted-gpu-access/index.md)

by [Sergey Ovchinnikov](https://solab.org)

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

entity repo US en 

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### [Sakana AI Scientist](/lab-practices/other-labs/sakana-ai-scientist/index.md)

by [Sakana AI](https://sakana.ai/)

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

entity repo Japan en 

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### [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)](/frontier/research-feeds/state-council-opinions-on-deepening-the-ai-action/index.md)

by [State Council of the People's Republic of China](https://www.gov.cn/)

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

entity standard-policy China zh 

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### [The Well dataset](/frontier/research-feeds/the-well-dataset/index.md)

by [Polymathic AI](https://polymathic-ai.org)

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

entity repo West en 

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