Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting
☆53Nov 24, 2023Updated 2 years ago
Alternatives and similar repositories for APHYNITY
Users that are interested in APHYNITY are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Generalizing to New Physical Systems via Context-Informed Dynamics Model☆28May 6, 2024Updated 2 years ago
- Learning Dynamical Systems that Generalize Across Environments☆20Feb 10, 2022Updated 4 years ago
- GAN(TK)²: GAN Neural Tangent Kernel ToolKit☆13Jul 12, 2022Updated 4 years ago
- Official implementation of the paper *PDE-Driven Spatiotemporal Disentanglement*☆29Mar 15, 2021Updated 5 years ago
- An implementation using pytorch of the models presented in the Multi-View Data Generation Without View Supervision paper.☆13Sep 30, 2019Updated 7 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Neural Networks with Physics-Informed Architectures and Constraints for Dynamical Systems Modeling☆53Nov 14, 2021Updated 4 years ago
- ☆15Mar 3, 2022Updated 4 years ago
- Code supplementary for paper "Parameter-Adaptive Approximate MPC: Tuning Neural-Network Controllers without Retraining"☆13Jun 6, 2024Updated 2 years ago
- Code for Lie Symmetries SSL paper☆27Mar 19, 2024Updated 2 years ago
- Refining continuous-in-depth neural networks☆41Nov 14, 2021Updated 4 years ago
- [ICML 2019] The Anisotropic Noise in Stochastic Gradient Descent: Its Behavior of Escaping from Sharp Minima and Regularization Effects☆15Apr 12, 2020Updated 6 years ago
- Code for the paper: "Generalized Discrete Diffusion from Snapshots"☆14Apr 2, 2026Updated 7 months ago
- A Monte Carlo estimator for the gradient of PDE solutions☆14Dec 7, 2025Updated 11 months ago
- ☆44Jul 22, 2024Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆18Oct 1, 2025Updated last year
- SymDer: Symbolic Derivative Approach to Discovering Sparse Interpretable Dynamics from Partial Observations☆27Aug 12, 2022Updated 4 years ago
- Official implementation of the paper Stochastic Latent Residual Video Prediction☆74Mar 29, 2022Updated 4 years ago
- ☆29Jul 17, 2025Updated last year
- Datasets and code for results presented in the ProbConserv paper☆55Jun 14, 2024Updated 2 years ago
- Compressing weather and climate data into neural networks☆18May 19, 2024Updated 2 years ago
- code accompanying the 2018 Soft Matter paper "Mechanics of biomimetic 4D printed structures"☆14Jul 2, 2025Updated last year
- Multiphysics modeling, differentiable simulation, and physically-constrained machine learning in JAX using GPU-accelerated stiff solvers …☆50Updated this week
- ☆11Nov 18, 2021Updated 4 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Contact-Aware Symplectic Integrator Network☆19Mar 22, 2023Updated 3 years ago
- On the forward invariance of Neural ODEs: performance guarantees for policy learning☆11Aug 27, 2024Updated 2 years ago
- A Review of Sensitivity Methods for Differential Equations☆34Nov 26, 2024Updated last year
- ☆14May 28, 2021Updated 5 years ago
- This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495☆39Jun 21, 2023Updated 3 years ago
- Dynamical Systems with JAX☆12Jun 3, 2026Updated 5 months ago
- ☆17May 21, 2020Updated 6 years ago
- EXIT : Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting☆14Oct 18, 2023Updated 3 years ago
- Published in Nature Communications: Bridging known and unknown dynamics by transformer-based machine-learning inference from sparse obser…☆11Oct 31, 2025Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- ☆16Mar 3, 2023Updated 3 years ago
- NMPC controller for trajectory tracking and obstacle avoidance☆18Oct 31, 2023Updated 3 years ago
- MeshGraphNets (MGN)☆73Nov 9, 2023Updated 2 years ago
- ☆25Sep 11, 2026Updated last month
- Spectral Neural Operator☆84Dec 20, 2023Updated 2 years ago
- ☆90May 27, 2026Updated 5 months ago
- Kolmogorov-Arnold networks (KAN) as implicit functions (like NeRF but simpler)☆15May 16, 2024Updated 2 years ago