Latent Dynamics Modeling

Ask about this topic

Momentum

35 papers in the last four weeks, up 483% on the four weeks before. 0.3% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 172

All topics
CardsList

  1. Seismic Site Response Prediction from Sparse Observations Using Finite-Element-Pretrained Latent Dynamics

    Sep 17, 2026Yi Zhu, Su Chen, Xiaojun LiNeural Surrogate ModelingLatent Dynamics Modeling

    State Key Laboratory of Bridge Safety and Resilience, Beijing University of Technology Beijing 100124, China

  2. Walking the Score Manifold: Continuous-time Generative Dynamics on Learned Data Manifolds

    Sep 15, 2026Jan Tauberschmidt, Brian B. Moser, Stanislav Frolov +3Dynamical SystemsLatent Dynamics Modeling

    DFKI Kaiserslautern · RPTU Kaiserslautern · Imperial College London

  3. Stable by Construction: Variational Latent Markov Operators for Long-Horizon PDE Prediction

    Sep 15, 2026Junyi Liao, Johann Guilleminot, Vahid TarokhVariational AutoencodersLatent Dynamics Modeling

    †Department of Electrical and Computer Engineering, Duke University · ‡Department of Mechanical Engineering and Materials Science, Duke University

  4. Reconstructing Is Not Acting: Action-Centric Latent Dynamics Modeling

    Sep 14, 2026Dingjie Fu, Dianxing Shi, Yangyang Xu +1Latent Action LearningLatent Dynamics Modeling

    Harbin Institute of Technology (Shenzhen) · Beihang University

  5. Semigroup-JEPA: Latent Dynamics Consistency for Zero-Shot Physics Generalization

    Sep 9, 2026Andy Zeyi Liu, Haoran Sun, Lucas Baker +2World Models for RoboticsLatent Dynamics Modeling

    Yale University · Jump Trading · Brown University

  6. Dynamical Non-compensatory Multidimensional IRT Model Using Variational Approximation

    Sep 9, 2026Hiroshi Tamano, Daichi MochihashiLatent Dynamics ModelingKnowledge Tracing

    the graduate university for advanced studies, sokendai · the institute of statistical mathematics

  7. Geometry-aware Latent Autoregressive Generative Model for PDEs in Complex Domains

    Aug 31, 2026Zi Wang, Minghui Xu, Tapan MukerjiGraph Neural NetworksNeural PDE Solvers

    Department of Energy Science and Engineering Stanford University Stanford, CA 94305

  8. Flow-JEPA: Robust Latent Dynamics for JEPA World Models via Flow Matching

    Aug 29, 2026Yanchen Huo, Ziying Song, Yadan LuoFlow MatchingLatent Dynamics Modeling

    Nanyang Technological University · The University of Queensland

  9. LaGSplat: Inferring Physics-Governed Interactive Simulation from Monocular Video Using Latent Lagrangian Gaussian Splatting

    Aug 17, 2026Louen Pottier3D Gaussian SplattingLatent Dynamics Modeling

    Université Paris-Saclay, CEA, List, F-91120 Palaiseau, France

  10. History-informed Lagrangian Neural Networks

    Aug 13, 2026Tianshuo Zhang, Xianglei Xing, Wenzhe Zhai +2Latent Dynamics ModelingPhysics-Informed ML

    College of Intelligent Systems Science and Engineering, Harbin Engineering University, Harbin 150001, China

  11. Learning How the World Evolves: Extrapolative Video World Models via Latent Dynamics Reasoning

    Aug 10, 2026Haodong Li, Shaoteng Liu, Tianyu Wang +7Physical Consistency in Video GenerationPhysical Reasoning

    1UCSD 2Adobe

  12. SLIM-0.5B: Learning Action-Grounded Predictive Latents for Robot Manipulation

    Aug 10, 2026Jingkai Wang, Zihan Tang, Gu Zhang +7Latent Dynamics ModelingLanguage-Conditioned Robot Manipulation

    1Fudan University · 2Beijing Academy of Artificial Intelligence · 3Tsinghua University +1

  13. Path-dependent Discrete Amortized Inference

    Aug 9, 2026Tiago da Silva, Esmeralda S. Whitammer, Salem LahlouMarkov Decision ProcessesLatent Dynamics Modeling

    1MBZUAI · University of Edinburgh · 3CIFAR Fellow

  14. Flowing Through States: Neural ODE Regularization for Reinforcement Learning

    Aug 6, 2026Mohamed Ghanem, Bernd FinkbeinerLatent Dynamics ModelingRepresentation Learning for RL

    CISPA Helmholtz Center for Information Security · Technical University of Munich

  15. Quantum-Structured World Models (QSWMs) for Predictive Latent Dynamics

    Aug 5, 2026Hailong Jiang, Emran Hossain, Feng Yu +3Latent Dynamics ModelingQuantum-Inspired ML

    Youngstown State University, Youngstown, OH, USA · Kent State University · George Washington University

  16. Beyond Linear Dynamics: Neural Bilinear Dynamical Models for Time Series Forecasting

    Aug 5, 2026Mengzhou Gao, Huangqian Yu, Pengfei JiaoDynamical SystemsLong-Term Time Series Forecasting

    Hangzhou Dianzi University Hangzhou, China

  17. SJEPA: Learning Elegant Latent Dynamics with Hybrid Symbolic-Neural Predictors

    Aug 4, 2026Yongchao HuangLatent Dynamics ModelingJoint-Embedding Predictive Architecture

  18. WorldDynCache: Risk-Controlled Latent Dynamics Approximation for Diffusion World Model

    Aug 3, 2026Leyang Chen, Junyi Wu, Shaoqiu Zhang +1World Model LearningLatent Dynamics Modeling

    Shanghai Jiao Tong University

  19. The Label Defines the Timescale: Trait-State Limits of Temporal-Aggregate Learning

    Aug 3, 2026Xizhe ZhangLatent Dynamics ModelingState Tracking

  20. Latent Lie-Poisson Neural Networks (LLPNNs): Discovering the motion of Lie-Poisson systems through observable data and latent dynamics

    Jul 31, 2026Vakhtang PutkaradzeLatent Dynamics ModelingHamiltonian Neural Networks

    Department of Mathematics, The University of Alabama, Gordon Palmer Hall, Tuscaloosa, AL, 35401, USA

  21. ODEWorld: A Continuous Predictive Architecture via Physical-Time Flow

    Jul 30, 2026Dongxiu Liu, Haoyi Niu, Peng Cheng +5Robotic ControlLatent Dynamics Modeling

    Institute for AI Industry Research (AIR), Tsinghua University, Beijing, China · 2Berkeley Artificial Intelligence Research (BAIR), University of California, Berkeley, CA, USA

  22. DLAM: Distributional Latent Actions with Temporal Constraints

    Jul 29, 2026Zuojin Tang, Feifan Luo, Haoyun Liu +10Latent Action LearningLatent Dynamics Modeling

    Zhejiang University · Nanjing University · Shanghai Jiaotong University +4

  23. The balance between compactness and forecast accuracy of data-driven latent-space reduced-order models in controlled wake flows

    Jul 27, 2026Alberto Solera-Rico, Patricia García-Caspueñas, Carlos Sanmiguel Vila +1Variational AutoencodersLatent Dynamics Modeling

    Sub-directorate general of aeronautical systems, Spanish National Institute for Aerospace Technology (INTA), ctra. M-301, km. 10.5, 28330 San Mart´ın de la Vega, Madrid, Spain. · Departamento de Ingenier´ıa Aeroespacial, Universidad Carlos III de Madrid, Avenida de la Universidad 30, 28911 Legan´es, Madrid, Spain. · Department of Mechanical Engineering, University of Washington, 1410 NE Campus Parkway, Seattle, WA 98195, USA.

  24. Modeling Stylistic Co-evolution in Symbolic Music Heritage Collections

    Jul 27, 2026Yulong He, Ivan Smirnov, Yanming LiLatent Dynamics ModelingCultural Evolution

    St. Petersburg State University, St. Petersburg, Russia · ITMO University, St. Petersburg, Russia · St. Petersburg State Institute of Culture, St. Petersburg, Russia

  25. Neural operator discovery from heterogeneous trajectories

    Jul 25, 2026Zituo Chen, Qiaofeng Li, Jiaxin Hu +1Latent Dynamics ModelingNonlinear System Identification

    Department of Mechanical Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, 02139, MA, USA. · State Key Laboratory of Fluid Power & Mechatronic Systems, Zhejiang University, 866 Yuhangtang Road, Hangzhou, 310058, Zhejiang Province, China.

  26. Inverse Bayesian Inference for Extracting Lesion Dynamics from Longitudinal Spectral CT

    Jul 25, 2026Lukas Förner, Melina Wördehoff, Julian Steffens +6Latent Dynamics ModelingBayesian Inverse Problems

    Dept. of diagnostic and interventional Radiology and Neuroradiology, University Hospital Augsburg, Germany · Digital Medicine, University Hospital Augsburg, Germany · Chair for Computer-Aided Medical Procedures and Augmented Reality, Technical University of Munich, Germany +5

  27. On the Identifiability of Controlled World Models

    Jul 24, 2026Xiangteng Zhang, Yang Guan, Bo Zhang +3Parameter IdentifiabilityLatent Dynamics Modeling

    School of Vehicle and Mobility, Tsinghua University · 2Didi Voyager Labs, Didi Autonomous Driving · School of Computing and Data Science, The University of Hong Kong +2

  28. Variational Low-rank Tensor Decomposition for Multisubject Spatiotemporal Data Analysis

    Jul 24, 2026Laura M. Montaldo, Ricardo A. Borsoi, Sebastian Miron +1Latent Dynamics ModelingLow-Rank Matrix Decomposition

    CRAN, Université de Lorraine, CNRS, Vandoeuvre-l`es-Nancy, France. · Department of CSEE, University of Maryland Baltimore County, Baltimore, MD 21250, USA.

  29. Koopman Dreamer: Spectrally Constrained Latent Dynamics for Stable World-Model Imagination

    Jul 22, 2026Jiaqi Li, Xinglong Zhang, Haibin Xie +3Koopman Operator LearningLatent Dynamics Modeling

    College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China

  30. Multi-Horizon Consistency as Geometry: When Latent Dynamics Contract, and When They Do Not

    Jul 21, 2026Kavya Bhand, Aadi JoshiLatent Dynamics ModelingLatent World Models

    Department of Computer Engineering Vishwakarma Institute of Technology, Pune, India