code for Deep Neural Helmholtz Operators for 3D Elastic Wave Propagation and Inversion

"Neural Emulator Superiority: When Machine Learning for PDEs Surpasses its Training Data" [NeurIPS 2025]

Welcome to the CTF for Science Framework, a modular and extensible platform designed for benchmarking modeling methods on dynamic systems. This framework supports the evaluation and comparison of m…

Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.

Material for gpu-mode lectures

Physics-informed neural network for real-time thermal prediction (PINN vs numerical solver benchmark)

BeeMesh: a lightweight volunteer computing framework for distributed scientific workloads.

A collection of codes to perform FWI with Devito

Scalable GPU seismic imaging toolkit for wave simulation, RTM, and FWI.

Rough Draft of Bike-Bench Repo to Accompany NeurIPS Submission

A list of projects that were or will be featured in Weekly Robotics newsletter

Open-source deep-learning framework for building, training, and fine-tuning deep learning models using state-of-the-art Physics-ML methods

A collection of 100+ specialized Claude Code subagents covering a wide range of development use cases

Design engineering for Claude Code. Craft, memory, and enforcement for consistent UI.

DeepONet & FNO (with practical extensions)

A comprehensive and fair comparison of two neural operators (with practical extensions) based on FAIR data

[ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.

Links to works on deep learning algorithms for physics problems, TUM-I15 and beyond

Resources for UPT tutorials

PDEBench: An Extensive Benchmark for Scientific Machine Learning

A differentiable PDE solving framework for machine learning

Welcome to the Physics-based Deep Learning Book v0.3 - the GenAI Edition

Lightweight, general, scalable C++ library for finite element methods

Wave propagation modules for PyTorch.

🤖 Places where you can learn robotics (and stuff like that) online 🤖

A list of awesome open-source acoustic packages and resources.

Elastic Full-Waveform Inversion Integrated with PyTorch

Full Waveform Inversion for Transmission Ultrasound Computed Tomography with Transmitting and Receiving Linear Array Transducers based on the Angular Spectrum Method

COIN-OR Interior Point Optimizer IPOPT