dynamical system

A Robust Task-Level Control Architecture for Learned Dynamical Systems L4DC 2026 BarrierBench: Evaluating Large Language Models for Safety Verification in Dynamical Systems L4DC 2026 BGCL:Learning Constitutive Laws for System Identification L4DC 2026 Causal Structure Learning for Dynamical Systems with Theoretical Score Analysis AAAI 2026 EMMA: Extracting Multiple physical parameters from Multimodal Data CVPR 2026 How Learning Dynamics Drive Adversarially Robust Generalization? UAI 2026 Instrumental variables system identification with L^p consistency L4DC 2026 Koopman Invariants as Drivers of Emergent Time-Series Clustering in Joint-Embedding Predictive Architectures AAAI 2026 Learning Lineage-guided Geodesics with Finsler Geometry UAI 2026 LILAD: Learning In-context Lyapunov-stable Adaptive Dynamics Models AAAI 2026 lrnnx: A library for Linear RNNs EACL 2026 Lyapunov Probes for Hallucination Detection in Large Foundation Models CVPR 2026 MDBench: Benchmarking Data-Driven Methods for Model Discovery AAAI 2026 Scalable Infinitesimal Generator–Based Koopman Learning for Long-Horizon Prediction L4DC 2026 Accelerating Neural ODEs: A Variational Formulation-based Approach ICLR 2025 Accurate Identification of Communication Between Multiple Interacting Neural Populations ICML 2025 Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching AAAI 2025 A Dynamical Systems-Inspired Pruning Strategy for Addressing Oversmoothing in Graph Attention Networks ICML 2025 An Empirical Bernstein Inequality for Dependent Data in Hilbert Spaces and Applications AISTATS 2025 An Expressive and Self-Adaptive Dynamical System for Efficient Function Learning ICML 2025 A Practical Approach to Causal Inference over Time AAAI 2025 Associative memory and dead neurons ICLR 2025 Asynchronous Distributed Gaussian Process Regression AAAI 2025 A Unified Framework to Enforce, Discover, and Promote Symmetry in Machine Learning JMLR 2025 Bayesian Gaussian Process ODEs via Double Normalizing Flows AISTATS 2025