Learning Theory for Inferring Interaction Kernels in Second-Order
Interacting Agent Systems

Learning Theory for Inferring Interaction Kernels in Second-Order Interacting Agent Systems

8 October 2020

Papers citing "Learning Theory for Inferring Interaction Kernels in Second-Order Interacting Agent Systems"

14 / 14 papers shown

Title
A Sparse Bayesian Learning Algorithm for Estimation of Interaction Kernels in Motsch-Tadmor Model Jinchao Feng Sui Tang 26 0 0 11 May 2025
Identification of Mean-Field Dynamics using Transformers Shiba Biswal Karthik Elamvazhuthi Rishi Sonthalia AI4CE 27 1 0 06 Oct 2024
Data-Driven Model Selections of Second-Order Particle Dynamics via Integrating Gaussian Processes with Low-Dimensional Interacting Structures Jinchao Feng Charles Kulick Sui Tang 29 2 0 01 Nov 2023
Learning Collective Behaviors from Observation Jinchao Feng Ming Zhong 16 2 0 01 Nov 2023
On the Identifiablility of Nonlocal Interaction Kernels in First-Order Systems of Interacting Particles on Riemannian Manifolds Sui Tang Malik Tuerkoen Hanming Zhou 35 4 0 21 May 2023
Random Feature Models for Learning Interacting Dynamical Systems Yuxuan Liu S. McCalla Hayden Schaeffer 26 12 0 11 Dec 2022
Learning Interaction Variables and Kernels from Observations of Agent-Based Systems Jinchao Feng Mauro Maggioni Patrick J. Martin Ming Zhong 12 5 0 04 Aug 2022
Learning Mean-Field Equations from Particle Data Using WSINDy Daniel Messenger David M. Bortz 27 37 0 14 Oct 2021
Machine Learning for Discovering Effective Interaction Kernels between Celestial Bodies from Ephemerides Ming Zhong Jason D Miller Mauro Maggioni 22 1 0 26 Aug 2021
Learning particle swarming models from data with Gaussian processes Jinchao Feng Charles Kulick Yunxiang Ren Sui Tang 26 5 0 04 Jun 2021
Learning Interaction Kernels for Agent Systems on Riemannian Manifolds Mauro Maggioni Jason D Miller H. Qui Ming Zhong 11 8 0 30 Jan 2021
On the coercivity condition in the learning of interacting particle systems Zhongyan Li Fei Lu 14 4 0 20 Nov 2020
Maximum likelihood estimation of potential energy in interacting particle systems from single-trajectory data Xiaohui Chen 28 25 0 21 Jul 2020
On Krause's multi-agent consensus model with state-dependent connectivity (Extended version) V. Blondel Julien Hendrickx J. Tsitsiklis 90 444 0 13 Jul 2008