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

LILAD: Learning In-context Lyapunov-stable Adaptive Dynamics Models AAAI 2026
Causal Structure Learning for Dynamical Systems with Theoretical Score Analysis AAAI 2026
Koopman Invariants as Drivers of Emergent Time-Series Clustering in Joint-Embedding Predictive Architectures AAAI 2026
lrnnx: A library for Linear RNNs EACL 2026
MDBench: Benchmarking Data-Driven Methods for Model Discovery AAAI 2026
Discovering Symmetries of ODEs by Symbolic Regression AAAI 2025
Neural Conjugate Flows: A Physics-Informed Architecture with Flow Structure AAAI 2025
Learning Physics From Video: Unsupervised Physical Parameter Estimation for Continuous Dynamical Systems CVPR 2025
Towards Generalizable Neural Simulators: Addressing Distribution Shifts Induced by Environmental and Temporal Variations IJCAI 2025
A Unified Framework to Enforce, Discover, and Promote Symmetry in Machine Learning JMLR 2025
Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching AAAI 2025
Neural Variable-Order Fractional Differential Equation Networks AAAI 2025
Forecasting Continuous Non-Conservative Dynamical Systems in SO(3) ICCV 2025
Unveiling Attractor Cycles in Large Language Models: A Dynamical Systems View of Successive Paraphrasing ACL 2025
A Practical Approach to Causal Inference over Time AAAI 2025
Semi-Implicit Neural Ordinary Differential Equations AAAI 2025
Optimal Control Operator Perspective and a Neural Adaptive Spectral Method AAAI 2025
Learning Deep Dissipative Dynamics AAAI 2025
On Oversquashing in Graph Neural Networks Through the Lens of Dynamical Systems AAAI 2025
DDAT: Diffusion Policies Enforcing Dynamically Admissible Robot Trajectories RSS 2025
Marrying LLMs with Dynamic Forecasting: A Graph Mixture-of-expert Perspective NAACL 2025
How Do Large Language Models Perform in Dynamical System Modeling NAACL 2025
Learning Dynamical Coupled Operator For High-dimensional Black-box Partial Differential Equations IJCAI 2025
Asynchronous Distributed Gaussian Process Regression AAAI 2025
Symbolic Neural Ordinary Differential Equations AAAI 2025