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

Robustness of model predictions under extension UAI 2022
A Regret Minimization Approach to Multi-Agent Control ICML 2022
Capturing actionable dynamics with structured latent ordinary differential equations UAI 2022
Finite Sample Analysis Of Dynamic Regression Parameter Learning NIPS 2022
An Algorithm for Learning Switched Linear Dynamics from Data NIPS 2022
Safety Guarantees for Neural Network Dynamic Systems via Stochastic Barrier Functions NIPS 2022
Learning Dynamical Systems via Koopman Operator Regression in Reproducing Kernel Hilbert Spaces NIPS 2022
Neural Abstractions NIPS 2022
On Scrambling Phenomena for Randomly Initialized Recurrent Networks NIPS 2022
Neural Stochastic Control NIPS 2022
Learning Deep Input-Output Stable Dynamics NIPS 2022
Constants of motion network NIPS 2022
Breaking the Convergence Barrier: Optimization via Fixed-Time Convergent Flows AAAI 2022
Extracting computational mechanisms from neural data using low-rank RNNs NIPS 2022
Expressivity of Neural Networks via Chaotic Itineraries beyond Sharkovsky’s Theorem AISTATS 2022
Neural Piecewise-Constant Delay Differential Equations AAAI 2022
Learning Contact Dynamics using Physically Structured Neural Networks AISTATS 2021
CDRNN: Discovering Complex Dynamics in Human Language Processing ACL 2021
Inverse Simulation: Reconstructing Dynamic Geometry of Clothed Humans via Optimal Control CVPR 2021
On exploration requirements for learning safety constraints L4DC 2021
Data-Driven Abstraction of Monotone Systems L4DC 2021
Machine learning structure preserving brackets for forecasting irreversible processes NIPS 2021
Uncertain-aware Safe Exploratory Planning using Gaussian Process and Neural Control Contraction Metric L4DC 2021
Learning Stabilizing Controllers for Unstable Linear Quadratic Regulators from a Single Trajectory L4DC 2021
Analysis of the Optimization Landscape of Linear Quadratic Gaussian (LQG) Control L4DC 2021