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

Latent Field Discovery in Interacting Dynamical Systems with Neural Fields NIPS 2023
A Dynamical System View of Langevin-Based Non-Convex Sampling NIPS 2023
Locally Regularized Neural Differential Equations: Some Black Boxes were meant to remain closed! ICML 2023
Sparse Learning of Dynamical Systems in RKHS: An Operator-Theoretic Approach ICML 2023
Learning Efficient Surrogate Dynamic Models with Graph Spline Networks NIPS 2023
Stabilized Neural Differential Equations for Learning Dynamics with Explicit Constraints NIPS 2023
Distributionally Robust Lyapunov Function Search Under Uncertainty L4DC 2023
Modulated Neural ODEs NIPS 2023
Training neural operators to preserve invariant measures of chaotic attractors NIPS 2023
Online Estimation of the Koopman Operator Using Fourier Features L4DC 2023
Combining Slow and Fast: Complementary Filtering for Dynamics Learning AAAI 2023
Automata Cascades: Expressivity and Sample Complexity AAAI 2023
DLKoopman: A deep learning software package for Koopman theory L4DC 2023
Neural Integro-Differential Equations AAAI 2023
Recovering the Graph Underlying Networked Dynamical Systems under Partial Observability: A Deep Learning Approach AAAI 2023
Simulating Network Paths with Recurrent Buffering Units AAAI 2023
The Simplicity Bias in Multi-Task RNNs: Shared Attractors, Reuse of Dynamics, and Geometric Representation NIPS 2023
Sharp Spectral Rates for Koopman Operator Learning NIPS 2023
Embed and Emulate: Learning to estimate parameters of dynamical systems with uncertainty quantification NIPS 2022
Linearization and Identification of Multiple-Attractor Dynamical Systems through Laplacian Eigenmaps JMLR 2022
Learning Deep Input-Output Stable Dynamics NIPS 2022
Sparsity in Continuous-Depth Neural Networks NIPS 2022
On the difficulty of learning chaotic dynamics with RNNs NIPS 2022
Diffeomorphic Transforms for Generalised Imitation Learning L4DC 2022
Neural Network Weights Do Not Converge to Stationary Points: An Invariant Measure Perspective ICML 2022