A Curated List of Awesome Works in World Modeling, Aiming to Serve as a One-stop Resource for Researchers, Practitioners, and Enthusiasts Interested in World Modeling.
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Sep 1, 2026
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dynamical-systems
Here are 1,088 public repositories matching this topic...
Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.
python r julia ode dde scientific dynamical-systems differential-equations differentialequations sde dae spde stochastic-differential-equations delay-differential-equations numerical stochastic-processes differential-algebraic-equations scientific-machine-learning neural-differential-equations sciml
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Aug 27, 2026 - Julia
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
machine-learning deep-learning neural-networks dynamical-systems differential-equations equinox jax neural-differential-equations
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Jun 21, 2026 - Python
A package for the sparse identification of nonlinear dynamical systems from data
machine-learning dynamical-systems nonlinear-dynamics system-identification sparse-regression model-discovery
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Jun 10, 2026 - Python
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
deep-neural-networks deep-learning pytorch dynamical-systems differential-equations stochastic-differential-equations stochastic-processes stochastic-volatility-models neural-differential-equations
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Dec 30, 2024 - Python
A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods
deep-learning neural-network pytorch dynamical-systems numerical-methods control-theory neural-ode neural-differential-equations deep-equilibrium-models implicit-models
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May 2, 2024 - Jupyter Notebook
A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.
deep-learning root-finding ode dynamical-systems ordinary-differential-equations dynamical-modeling ode-solver hamiltonian-dynamics implicit-models
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Sep 13, 2024
Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.
deep-learning pytorch constrained-optimization dynamical-systems control-systems nonlinear-dynamics nonlinear-optimization differentiable-programming physics-informed-ml differentiable-optimization differentiable-control
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Aug 5, 2026 - Python
Solve and estimate Dynamic Stochastic General Equilibrium models (including the New York Fed DSGE)
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Jul 23, 2026 - Julia
Award winning software library for nonlinear dynamics and nonlinear timeseries analysis
entropy physics mathematics chaos nonlinear complexity dynamical-systems nonlinear-dynamics hacktoberfest lyapunov fractal-dimension attractor delay-coordinates
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Aug 5, 2026 - Julia
Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)
machine-learning deep-neural-networks deep-learning time-series pytorch neural-networks dynamical-systems differential-equations rough-paths neural-differential-equations controlled-differential-equations
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Oct 22, 2022 - Python
A Control Systems Toolbox for Julia
controls lti-system simulations dynamical-systems control-systems laplace-transform feedback-systems model-reduction pid-control control-theory kalman-filter feedback-controller bode-plot lqr-controller automatic-control nyquist-diagrams delay-systems discrete-systems riccati-equations lqg-controller
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Jul 31, 2026 - Julia
A Python Package For System Identification Using NARMAX Models
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Aug 12, 2026 - Python
Inclusive model of expression dynamics with conventional or metabolic labeling based scRNA-seq / multiomics, vector field reconstruction and differential geometry analyses
dynamo scrna-seq differential-geometry dynamical-systems vector-field scslam-seq potential-landscape nasc-seq sci-fate scnt-seq rna-velocity cell-fate rna-jacobian rna-acceleration rna-curvature rna-divergence
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Jul 26, 2026 - Python
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
machine-learning deep-neural-networks deep-learning time-series pytorch neural-networks dynamical-systems differential-equations neural-differential-equations controlled-differential-equations
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Sep 4, 2025 - Python
A Python native dynamical system simulation framework in the block diagram paradigm.
python open-source framework simulation scientific-computing simulation-framework dynamical-systems control-systems numerical-methods nonlinear-dynamics transient-analysis ode-solver block-diagram digital-twin blockdiagram system-simulation hierarchical-modeling fusion-energy operator-training simulink-alternative
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Aug 17, 2026 - Python
Python package for solving partial differential equations using finite differences.
python scientific-computing partial-differential-equations dynamical-systems finite-difference-method pdes
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Aug 21, 2026 - Python
Arrays with arbitrarily nested named components.
machine-learning simulation optimization julia modeling array controls neural-networks arrays dynamical-systems control-systems differential-equations modeling-language differentialequations simulation-modeling named-tuples controls-and-dynamics neural-ode scientific-machine-learning
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Aug 30, 2026 - Julia
Code for the paper "Learning Differential Equations that are Easy to Solve"
machine-learning deep-neural-networks deep-learning ode dynamical-systems differential-equations numerical-integration ode-solver jax neural-ode neural-differential-equations
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Nov 25, 2021 - Python
Simulate dynamic systems expressed in block diagram form using Python
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Sep 1, 2026 - Python
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