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chaotic dynamics

11 papers

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Co-occurring keywords

dynamical system (398) recurrent neural network (1790) gradient descent (1144) lyapunov exponent (9) invariant measure (7) stochastic gradient descent (1091) order-chaos phase transition (1) computational power (6) expressive power (51) adversarial attack (1621)

Papers

Enhancing Robustness in Deep Reinforcement Learning: A Lyapunov Exponent Approach NIPS 2024
Generalized Teacher Forcing for Learning Chaotic Dynamics ICML 2023
Training neural operators to preserve invariant measures of chaotic attractors NIPS 2023
Chaotic Dynamics are Intrinsic to Neural Network Training with SGD NIPS 2022
On Scrambling Phenomena for Randomly Initialized Recurrent Networks NIPS 2022
Learning Chaotic Dynamics in Dissipative Systems NIPS 2022
Chaotic Regularization and Heavy-Tailed Limits for Deterministic Gradient Descent NIPS 2022
On the difficulty of learning chaotic dynamics with RNNs NIPS 2022
Follow-the-Regularized-Leader Routes to Chaos in Routing Games ICML 2021
Stochasticity of Deterministic Gradient Descent: Large Learning Rate for Multiscale Objective Function NIPS 2020
On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing NIPS 2008