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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

Optimization with Momentum: Dynamical, Control-Theoretic, and Symplectic Perspectives JMLR 2021
Cross-View Gait Recognition With Deep Universal Linear Embeddings CVPR 2021
Verifying Reinforcement Learning up to Infinity IJCAI 2021
Neural Hybrid Automata: Learning Dynamics With Multiple Modes and Stochastic Transitions NIPS 2021
Learning Stable Deep Dynamics Models for Partially Observed or Delayed Dynamical Systems NIPS 2021
Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms NIPS 2021
Online Learning and Control of Complex Dynamical Systems from Sensory Input NIPS 2021
Validating the Lottery Ticket Hypothesis with Inertial Manifold Theory NIPS 2021
Learning in Matrix Games can be Arbitrarily Complex COLT 2021
Online Policy Gradient for Model Free Learning of Linear Quadratic Regulators with $\sqrt$T Regret ICML 2021
Liquid Time-constant Networks AAAI 2021
Neural Relational Inference with Efficient Message Passing Mechanisms AAAI 2021
Gradient Starvation: A Learning Proclivity in Neural Networks NIPS 2021
Redesigning the Transformer Architecture with Insights from Multi-particle Dynamical Systems NIPS 2021
Roto-translated Local Coordinate Frames For Interacting Dynamical Systems NIPS 2021
LEADS: Learning Dynamical Systems that Generalize Across Environments NIPS 2021
Latent Matters: Learning Deep State-Space Models NIPS 2021
Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features NIPS 2021
Neural Symplectic Form: Learning Hamiltonian Equations on General Coordinate Systems NIPS 2021
Charting and Navigating the Space of Solutions for Recurrent Neural Networks NIPS 2021
Stabilizing Dynamical Systems via Policy Gradient Methods NIPS 2021
Streaming Linear System Identification with Reverse Experience Replay NIPS 2021
Dynamical Wasserstein Barycenters for Time-series Modeling NIPS 2021
Synchronous Dynamical Systems on Directed Acyclic Graphs: Complexity and Algorithms AAAI 2021
Deep Conservation: A Latent-Dynamics Model for Exact Satisfaction of Physical Conservation Laws AAAI 2021