conftrace_

dynamical system

398 papers

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DS

Co-occurring keywords

neural network (6616) recurrent neural network (1790) gaussian process (1200) variational inference (2069) time series (435) neural ordinary differential equation (139) graph neural network (3962) ordinary differential equation (139) koopman operator (38) bayesian inference (1907)

Papers

Learning Hybrid Dynamics Models with Simulator-Informed Latent States AAAI 2024
LLMs learn governing principles of dynamical systems, revealing an in-context neural scaling law EMNLP 2024
Stochastic Neural Simulator for Generalizing Dynamical Systems across Environments IJCAI 2024
Neural Time-Reversed Generalized Riccati Equation AAAI 2024
Identification of Analytic Nonlinear Dynamical Systems with Non-asymptotic Guarantees NIPS 2024
Benchmarking Structural Inference Methods for Interacting Dynamical Systems with Synthetic Data NIPS 2024
Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems NIPS 2024
Learning Neural Contracting Dynamics: Extended Linearization and Global Guarantees NIPS 2024
Data-Driven Discovery of Dynamical Systems in Pharmacology using Large Language Models NIPS 2024
QuACK: Accelerating Gradient-Based Quantum Optimization with Koopman Operator Learning NIPS 2023
The past does matter: correlation of subsequent states in trajectory predictions of Gaussian Process models UAI 2023
Multi Time Scale World Models NIPS 2023
Simultaneous Learning of Contact and Continuous Dynamics CORL 2023
Equilibrium Point Learning ACML 2023
Data-driven memory-dependent abstractions of dynamical systems L4DC 2023
Smoothed Online Learning for Prediction in Piecewise Affine Systems NIPS 2023
Combining Slow and Fast: Complementary Filtering for Dynamics Learning AAAI 2023
Emergence of Adaptive Circadian Rhythms in Deep Reinforcement Learning ICML 2023
Dynamics-inspired Neuromorphic Visual Representation Learning ICML 2023
ConCerNet: A Contrastive Learning Based Framework for Automated Conservation Law Discovery and Trustworthy Dynamical System Prediction ICML 2023
Distributionally Robust Lyapunov Function Search Under Uncertainty L4DC 2023
Understanding Self-attention Mechanism via Dynamical System Perspective ICCV 2023
DLKoopman: A deep learning software package for Koopman theory L4DC 2023
Generalized Teacher Forcing for Learning Chaotic Dynamics ICML 2023
The Simplicity Bias in Multi-Task RNNs: Shared Attractors, Reuse of Dynamics, and Geometric Representation NIPS 2023