dynamical system

Neural Integro-Differential Equations AAAI 2023 Neural Wave Machines: Learning Spatiotemporally Structured Representations with Locally Coupled Oscillatory Recurrent Neural Networks ICML 2023 Online Estimation of the Koopman Operator Using Fourier Features L4DC 2023 Optimistic Active Exploration of Dynamical Systems NeurIPS 2023 Phase2vec: dynamical systems embedding with a physics-informed convolutional network ICLR 2023 Probabilistic Verification of ReLU Neural Networks via Characteristic Functions L4DC 2023 QuACK: Accelerating Gradient-Based Quantum Optimization with Koopman Operator Learning NeurIPS 2023 Recovering the Graph Underlying Networked Dynamical Systems under Partial Observability: A Deep Learning Approach AAAI 2023 Recursive Time Series Data Augmentation ICLR 2023 ReLiNet: Stable and Explainable Multistep Prediction with Recurrent Linear Parameter Varying Networks IJCAI 2023 Reversible and irreversible bracket-based dynamics for deep graph neural networks NeurIPS 2023 Sharp Spectral Rates for Koopman Operator Learning NeurIPS 2023 Simulating Network Paths with Recurrent Buffering Units AAAI 2023 Simultaneous Learning of Contact and Continuous Dynamics CoRL 2023 Smoothed Online Learning for Prediction in Piecewise Affine Systems NeurIPS 2023 Sparse Learning of Dynamical Systems in RKHS: An Operator-Theoretic Approach ICML 2023 Spatial Attention Kinetic Networks with E(n)-Equivariance ICLR 2023 Stabilized Neural Differential Equations for Learning Dynamics with Explicit Constraints NeurIPS 2023 Structured Neural-PI Control with End-to-End Stability and Output Tracking Guarantees NeurIPS 2023 Task Generalization with Stability Guarantees via Elastic Dynamical System Motion Policies CoRL 2023 The emergence of clusters in self-attention dynamics NeurIPS 2023 The past does matter: correlation of subsequent states in trajectory predictions of Gaussian Process models UAI 2023 The Rank-Reduced Kalman Filter: Approximate Dynamical-Low-Rank Filtering In High Dimensions NeurIPS 2023 The Replicator Dynamic, Chain Components and the Response Graph ALT 2023 The Simplicity Bias in Multi-Task RNNs: Shared Attractors, Reuse of Dynamics, and Geometric Representation NeurIPS 2023