"dynamical systems" Papers

12 papers found

One Filters All: A Generalist Filter For State Estimation

Shiqi Liu, Wenhan Cao, Chang Liu et al.

NeurIPS 2025posterarXiv:2509.20051
2
citations

A Graph Dynamics Prior for Relational Inference

Liming Pan, Cheng Shi, Ivan Dokmanic

AAAI 2024paperarXiv:2306.06041
4
citations

Causal Inference out of Control: Estimating Performativity without Treatment Randomization

Gary Cheng, Moritz Hardt, Celestine Mendler-Dünner

ICML 2024poster

Diffusion Tempering Improves Parameter Estimation with Probabilistic Integrators for Ordinary Differential Equations

Jonas Beck, Nathanael Bosch, Michael Deistler et al.

ICML 2024poster

Efficient PAC Learnability of Dynamical Systems Over Multilayer Networks

Zirou Qiu, Abhijin Adiga, Madhav Marathe et al.

ICML 2024poster

Guarantees for Nonlinear Representation Learning: Non-identical Covariates, Dependent Data, Fewer Samples

Thomas T. Zhang, Bruce Lee, Ingvar Ziemann et al.

ICML 2024poster

Hyperbolic Optimizer as a Dynamical System

Nico Alvarado, Hans Lobel

ICML 2024poster

Latent Space Symmetry Discovery

Jianke Yang, Nima Dehmamy, Robin Walters et al.

ICML 2024poster

Nesting Particle Filters for Experimental Design in Dynamical Systems

Sahel Iqbal, Adrien Corenflos, Simo Särkkä et al.

ICML 2024poster

On the Consistency of Kernel Methods with Dependent Observations

Pierre-François Massiani, Sebastian Trimpe, Friedrich Solowjow

ICML 2024poster

PAC-Bayes Generalisation Bounds for Dynamical Systems including Stable RNNs

Deividas Eringis, John Leth, Zheng-Hua Tan et al.

AAAI 2024paperarXiv:2312.09793
3
citations

Probabilistic Forecasting with Stochastic Interpolants and Föllmer Processes

Yifan Chen, Mark Goldstein, Mengjian Hua et al.

ICML 2024poster