Temporal Dynamics

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15 papers in the last four weeks, up 400% on the four weeks before. 0.1% of all new papers.

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  1. Designing for Interpretation Uncertainty: Architecture and Principles for Topological Learning Analytics Dashboards

    Oct 1, 2026Hitoshi Inoue, Koichi YasutakeTopologyVisual Analytics

    Nakamura Gakuen University 5-7-1 Befu, Jonan-ku, Fukuoka City, 814-0198 JAPAN · Hiroshima University 1-1-1 Kagamiyama, Higashi-Hiroshima City, 734-8524 JAPAN

  2. Learning Chaos Without Seeing Chaos: Extrapolation of Global Dynamics in Autoregressive Transformers

    Sep 30, 2026Yilun Liu, Yi Zhang, Ganyu Wu +5ChaosAutoregressive Transformers

    Ludwig Maximilian University of Munich · Munich Center for Machine Learning · Technical University of Munich

  3. BeatDance: Generating Beat-Consistent 3D Dance with Hierarchical Spatial-Temporal Modeling

    Sep 29, 2026Xiaojian Shen, Dahu Shi, Jianrong Zhang +7DuetTemporal Dynamics

    College of Software, Jilin University, Changchun, 130012, China · College of Computer Science and Technology, Zhejiang University, Hangzhou, 310007, China · ReLER, AAII, University of Technology Sydney, Sydney, Australia +5

  4. AdaST: Adaptive Coupling for Spatial-Temporal Forecasting

    Sep 28, 2026Zhenyu Lei, Chenghao Liu, Yushun Dong +2Spatio-Temporal ForecastingTemporal Dynamics

    University of Virginia Charlottesville, VA, USA · Datadog Paris, France · Florida State University Tallahassee, FL, USA +1

  5. Temporal Modelling for Burn Scars on Sentinel-3

    Sep 28, 2026Luca Barco, Edoardo Arnaudo, Andrea Bragagnolo +2WildfireSentinel-2

    Politecnico di Torino, Torino, Italy · Fondazione LINKS, Torino, Italy

  6. DrafTS: Time-Aware Decomposition with Residual Correction for Time Series Modeling

    Sep 27, 2026Yiqiu Liu, Siru Zhong, Zhiguang Wang +2Time SeriesTemporal Dynamics

    The Hong Kong University of Science and Technology (Guangzhou), China · Abel AI Lab, USA · Squirrel Ai Learning, USA

  7. CacheDyG: Decoupling Temporal Propagation for Efficient Dynamic Graph Learning

    Sep 22, 2026PinHeng Zong, Ye YuanTemporal Graph Neural NetworksGraph Representation Learning

    College of Computer and Information Science, Southwest University, Chongqing, China

  8. Disentangling Heterogeneous Traffic Dynamics for Multi-Step Traffic Forecasting via Adaptive Spectral Decomposition

    Sep 22, 2026Zijun Huang, Chenrui Fu, Wenhao Wang +3Accurate Traffic ForecastingTraffic

    Beijing Normal-Hong Kong Baptist University · Dalian Maritime University · National Chung Hsing University

  9. TAC-Time: Texts as Channels For Multimodal Time Series Forecasting

    Sep 21, 2026Jiayi Liang, Xiaotian Gu, Xinyu Xie +2Multivariate Time Series ForecastingTemporal Dynamics

    East China Normal University Shanghai, China

  10. CircleMatch: Prototype Matching with Circular Temporal Statistics for Tiny Keyword Spotting

    Sep 17, 2026Jiajun Sun, Zhe GaoKeyword SpottingText Corpora

    Shanghai Normal University, Shanghai, China

  11. Continuous-Time Machine Learning: A Unified Mathematical Perspective

    Sep 15, 2026Waleed Razzaq, Yun-Sheng Zhao, Yun-Bo ZhaoReplay-Based Continual LearningContinuum

    School of Automation University of Science and Technology of China Hefei, Anhui

  12. DynSHAP: Towards Explainable Dynamic Survival Analysis

    Sep 14, 2026Nastasya Anokhina, Jonas Jür\ss, Pietro LiòShapley Additive ExplanationsSurvival Analysis

    University of Cambridge

  13. Active Adaptation, Not Static Defense: Temporal Dynamics of Preventative Steering in Adversarial Fine-Tuning

    Sep 9, 2026Jing Guan, Yachao Yang, Zhaoliang Liu +3Model-Agnostic DefenseLLM Defense Mechanisms

    JIUTIAN Research, Beijing, China · Beijing University of Posts and Telecommunications, Beijing, China

  14. Time-Varying Data as Sheaves: an Invitation to Narratives

    Sep 8, 2026Wilmer Leal, Benjamin Merlin Bumpus, Jana K. Nickel +3Time-Varying SystemsTemporal Dynamics

    Department of Mechanical and Aerospace Engineering, University of Florida, 1064 Center Drive, Gainesville, 32611-6250, Florida, USA. · Instituto de Matem´atica e Estat´ıstica, Universidade de S˜ao Paulo, Rua do Mat˜ao, 1010, S˜ao Paulo, 05508–090, SP, Brasil. · Fachbereich Mathematik, Universität Hamburg, Bundesstraße 55, Hamburg, 20146, Germany. +2

  15. Synergistic Fusion of Topological Structure and Temporal Semantics of Mobility for Urban Region Embedding

    Sep 8, 2026Namwoo Kim, Jeeyun Chang, Kanghoon Lee +1MobilityUrban Environments

    Urban AI Institute, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea · Graduate School of Data Science, KAIST, Daejeon, Republic of Korea · Department of Industrial Engineering and Systems, KAIST, Daejeon, Republic of Korea +1

  16. Wave Function Backpropagation with Explicit Temporal-Interval Dynamics

    Sep 1, 2026Byunggu Yu, Justin KimComplex WavefieldBackpropagation

    Dept. of Computer Science and Information Technology University of the District of Columbia Washington, DC USA

  17. Rethinking Patch Based Multivariate Time Series Forecasting with Semantic Structured Partitioning

    Aug 20, 2026Zhiquan Huang, Jiazhe Wang, Linjing Xue +3Multivariate Time Series ForecastingTemporal Dynamics

    School of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan, China · School of Software, Henan University of Science and Technology, Luoyang, 471000, Henan, China

  18. HarmoniDPO: Video-guided Audio Generation via Preference-Optimized Diffusion

    Aug 12, 2026Wenshuo Peng, Kaipeng ZhangAudio-Video GenerationHarmonization

    Electornic Engineering Department, Tsinghua University, Haidian District, Beijing, 100084 China. · OpenGVlab, Shanghai AI Laboratory, Xuhui District, Shanghai, 200030, China.

  19. CoDAT: Collaborative Dual-Attention Transformer with Low-Cost Temporal Modeling for Efficient Edge Action Recognition

    Aug 7, 2026Novendra Setyawan, Chi-Chia Sun, Mao-Hsiu Hsu +3Open-Vocabulary Action RecognitionEdge Devices

    Department of Electro-Optics, National Formosa University, Huwei 632301, Taiwan · Department of Electrical Engineering, University of Muhammadiyah Malang, Malang 65144, Indonesia · Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei 106335, Taiwan +1

  20. WCM: A World Critic Model for Vision-Language-Action Reinforcement Learning

    Jul 31, 2026Senyu Fei, Xiaopeng Yu, Siyin Wang +3Diffusion-Based Vision-Language-ActionsEfficient World-Action Model

    1Tongji University · 3Fudan University · 2Shanghai Innovation Institute

  21. Dynamic Spectral Filtering for Temporal Graph Learning: Learning Evolving Propagation Operators

    Jul 30, 2026Yan KongTemporal Graph Neural NetworksSpectral Filtering

    Nanjing University of Information Science and Technology, China

  22. ClockRoPE: Random Fourier Rotations for Temporal Routine Modeling

    Jul 29, 2026Yiwen Chen, Joshua Ainslie, Krzysztof Choromanski +4Rotary Position EmbeddingSequence Modeling

    YouTube · Google DeepMind

  23. FLASH: Efficient Impact Fall Detection with Unified Hypergraph State-Space Model

    Jul 28, 2026Tresor Y. Koffi, Youssef Mourchid, Yohan DupuisRobust Fall DetectionFlash

    CESI, CESI LINEACT, France

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

    Jul 27, 2026Yulong He, Ivan Smirnov, Yanming LiSymbolic Music GenerationHarmonization

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

  25. Structure over Depth: A Single-Block Spatio-Temporal Transformer for Multi-Entity Reasoning

    Jul 25, 2026Narthana Sivalingam, Santhirarajah Sivasthigan, Buddhi Wijenayake +3Spatio-Temporal TransformersTemporal Dynamics

    Department of Electrical and Electronic Engineering University of Peradeniya Peradeniya, Sri Lanka

  26. Temporal-Causal Unity as an Operational Framework for Collective Dynamics: Causal-Progress Clocks, Synchronization, and Polarization

    Jul 21, 2026Jian Liu, Dong SunCausalTemporal Dynamics

    Xintong Zhima (Beijing) Technology Co., Ltd., Beijing, China

  27. HyBDM: Multi-Scale Hybrid Experts for Time Series Forecasting with Bidirectional Dependency Modeling

    Jul 18, 2026Wenqiang Ma, Chen Cheng, Xue Cheng +1Multivariate Time Series ForecastingMultivariate Time-Series

    Soul of Harlequin Lab

  28. AffectFuse: Cross-Task Feature Fusion with Temporal Modeling for Multi-Task Affective Behavior Analysis

    Jul 17, 2026Dipit Saha, Mohammad Raihan Rashid, Shah Mohammad Abdul Mannan +2Direct Feature FusionMultimodal Fusion

    Bangladesh University of Engineering and Technology

  29. TSSM: Triaxial State Space Model for Global Station Weather Forecasting with Temporal-Variable-Historical Modeling

    Jul 14, 2026Songru Yang, Zili Liu, Tao Han +7Weather PredictionState Space Models

    Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, and with the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing 100191, China · Shanghai Artificial Intelligence Laboratory, Shanghai 200232, China · Department of Information Engineering, The Chinese University of Hong Kong, Hong Kong 999077, China +1

  30. RhyMix: A Lightweight Adaptive Multi-Rhythm Network for Long-Term Time Series Forecasting

    Jul 9, 2026Sumit Satishrao Shevtekar, Chandresh Kumar MauryaShort-Horizon ForecastingTemporal Convolutional Networks

  31. Unlocking Temporal Generalization in Hamiltonian Video Dynamics Models

    Jul 8, 2026Eli Laird, Corey ClarkTemporal DynamicsHamiltonian

    Department of Computer Science, Southern Methodist University, Dallas, TX, USA

  32. Temporal Modeling of Optically Variable Devices in Identity Documents

    Jul 7, 2026Glen Pouliquen, Joseph Chazalon, Guillaume Chiron +3Training-Free Video Anomaly DetectionHolographic Reduced Representations

    IDnow Research Center, France · EPITA Research Lab · IDnow Research Center, Cesson-Sévigné, France +3

  33. ARMS: Anchor-Relational Motion Streaming for Seamless Solo-Social Motion Transitions

    Jul 7, 2026Huakun Liu, Qing Yu, Kent Fujiwara +2Human Motion GenerationHuman Motion

    Nara Institute of Science and Technology, Ikoma, Japan · LY Corporation, Tokyo, Japan

  34. Decentralised Federated Learning over Temporal Networks: The Role of Heterogeneities

    Jul 3, 2026Arash Badie-Modiri, Chiara Boldrini, Lorenzo Valerio +2Federated LearningHeterogeneity

    National Research Council, Pisa · Central European University, Vienna · Aalto University, Espoo +1

  35. Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning

    Jun 26, 2026Hohin Kwan, Hongyu Li, Ray Zhang +5Visual EvidenceMultimodal Large Language Models

    1HKUST · 2Colab, Beihang University · 3CUHK

  36. Three-Step Hierarchical Transformer for Multi-Pedestrian Trajectory Prediction

    Jun 22, 2026Raphaël Delécluse, Hazem Wannous, Laurent Grisoni +1Pedestrian Trajectory PredictionSpatio-Temporal Transformers

    IMT Nord Europe, University of Lille, CNRS UMR 9189 - CRIStAL, F-59000 Lille, France · University of Lille, CNRS UMR 9189 - CRIStAL, F-59000 Lille, France · Explain, F-59000 Lille, France

  37. Text Dictates, Music Decorates: Energy-based Attention for Editable Dance Motion Generation

    Jun 22, 2026Seong Jong Yoo, Siyuan Peng, Felix Gu +2DuetDiffusion Transformers

    University of Maryland, College Park, MD, 20742, USA · Perception and Robotics Group

  38. Beyond Time Series: Spatial Reasoning for Epidemic Forecasting via Multimodal Learning

    Jun 20, 2026Diana Guadalupe Gomez, Chenwei Wu, Zhiyi Wang +2Epidemiological ModelsSpatio-Temporal Forecasting

    University of Michigan Ann Arbor, MI, USA

  39. Frequency-Domain Neural ODEs for Modeling Non-Linear Dynamical Systems

    Jun 20, 2026Mohammed Ashraf, Ayman A. El-BadawyNeural Ordinary Differential EquationsNonlinear Dynamics

    Department of Mechatronics Engineering, German University in Cairo, Cairo, Egypt

  40. DevoTG: Temporal Graph Neural Networks for Modeling C. elegans Developmental Connectomics

    Jun 20, 2026Jayadratha Gayen, Bradly AliceaTemporal Graph Neural NetworksConnectome

    1IIIT Hyderabad · 2OpenWorm Foundation · 3Orthogonal Research and Education Laboratory

  41. When Dynamics Models Read the Wrong Time Steps: Label-Free Event Credit Re-Anchoring for Robust Global Readouts

    Jun 16, 2026Yifan WangInference DynamicsReadout

    Department of Mechanical Engineering, McGill University Montréal, QC H3A 2T7, Canada

  42. RECTOR: Masked Region-Channel-Temporal Modeling for Affective and Cognitive Representation Learning

    Jun 13, 2026Jinhan Liu, Mahsa ShoaranDual-Branch Temporal ModelingRepresentation Learning

    Institutes of Electrical and Micro Engineering and Neuro-X, EPFL, Geneva, Switzerland.

  43. GRAFT: Gain-Recalibrated Adapters for Transformer-Based Neural Population Activity Modeling

    Jun 9, 2026Xiangsheng Ge, Yang XieTemporal DynamicsPopulations

    Shanghai Jiao Tong University

  44. Making Time Editable in Video Diffusion Transformers

    Jun 8, 2026Konstantin Kuklev, Viacheslav Vasilev, Alexander Kunitsyn +2Video GenerationTemporal Dynamics

    Kandinsky Lab.

  45. Predictive Assistance and the Temporal Dynamics of Exploratory Compression

    Jun 8, 2026Balaraju BattuPredictive CodingStochastic Exploration

    European University Institute, Florence, Italy · New York University Abu Dhabi, UAE

  46. MemoryVLA++: Temporal Modeling via Memory and Imagination in Vision-Language-Action Models

    Jun 8, 2026Hao Shi, Weiye Li, Bin Xie +6ImaginationRobotic Systems

    Department of Automation, BNRist, Tsinghua University, Beijing, China · Department of Computer Science, The University of Hong Kong, Hong Kong, China · Dexmal, Beijing, China +1

  47. Graph Mamba Operator: A Latent Simulator for Interacting Particle Systems

    Jun 8, 2026Karn Tiwari, Niladri Dutta, N M Anoop Krishnan +1Temporal Graph Neural NetworksTemporal Dynamics

    Department of Electrical Communication Engineering Indian Institute of Science, Bangalore Bengaluru, 560012, India · Department of Computer Science and Automation Indian Institute of Science, Bangalore Bengaluru, 560012, India · Yardi School of Artificial Intelligence Indian Institute of Technology, Delhi New Delhi, 110016, India

  48. DiffSight-Former: Modeling Structural Differences and Temporal Dynamics for Glaucoma Progression Prediction

    Jun 8, 2026Yi Huang, Lei Bi, Jinman KimGlaucoma DetectionFundus Images

    School of Computer Science, The University of Sydney · Institute of Translational Medicine, Shanghai Jiao Tong University

  49. DynaOD: Dynamic Origin-Destination Flow Generation with Discrete-to-Continuous Temporal Semantic Modeling

    Jun 8, 2026Jie Zhao, Xianqi Dai, Jie Feng +2Origin Destination FlowsTemporal Dynamics

    Department of Electronic Engineering, BNRist, Tsinghua University · Tsinghua Shenzhen International Graduate School · Zhongguancun Academy

  50. DSFNet: Learning Dual-Domain Spectral Operators for Multi-Modality Spatio-Temporal Forecasting in Urban Transportation Systems

    Jun 5, 2026Yongchao Li, Yang Li, Zhuoxuan Li +4Spatio-Temporal ForecastingTemporal Dynamics

    School of Transportation, Southeast University, Nanjing 211189, China · Jiangsu Province Collaborative Innovation Center of Modern Urban Traffic Technologies, Nanjing 211189, China · Department of Data Science, City University of Hong Kong, Hong Kong 999077, China +6

  51. A Rolling-Window Framework for Churn Prediction and Behavioral Driver Identification

    Jun 4, 2026Muhammad Jawad Mufti, Omar Hammad, Haitham Saleh +1Churn PredictionTemporal Dynamics

    Information and Computer Science Department, King Fahd University of Petroleum and Minerals, Dhahran, 31261, Saudi Arabia · Interdisciplinary Research Center for Smart Mobility and Logistics (IRC-SML), King Fahd University of Petroleum and Minerals, Dhahran, 31261, Saudi Arabia · SDAIA–KFUPM Joint Research Center for Artificial Intelligence, King Fahd University of Petroleum and Minerals, Dhahran, 31261, Saudi Arabia

  52. TRACE: A Temporal Conditional Estimation for Multimodal Time Series Foundation Models

    Jun 4, 2026Ziwen Kan, Yishuo Chen, Kecheng Li +7Time Series Foundation ModelsMissing Modalities

    Department of Computer Science, University of Central Florida · Department of Computer Science, University of North Carolina at Chapel Hill

  53. Adaptive Oscillatory-State Alignment for Time Series Forecasting

    Jun 4, 2026Zhangyao Song, Chaofeng Qu, Chao Zha +3Temporal DynamicsOscillatory Dynamics

    School of Cyber Science and Engineering, Southeast University, Nanjing, China · State Key Laboratory of Blockchain and Data Security, Zhejiang University, Hangzhou, China · School of Information Science and Engineering, Southeast University, Nanjing, China

  54. Harnessing Generalist Agents for Contextualized Time Series

    Jun 3, 2026Zihao Li, Kaifeng Jin, Yuanchen Bei +8Temporal ReasoningTime Series

    University of Illinois Urbana-Champaign

  55. DiffUNet^2: Bidirectional Conditional Diffusion for Probabilistic Scientific Spatiotemporal Modeling

    Jun 2, 2026Mengdi Chu, Jiaxin Yang, Angus G. Forbes +4Temporal DynamicsScientific Discovery

    Mengdi Chu, Jiaxin Yang, and Han-Wei Shen are with the Ohio State University. · Angus G. Forbes is with NVIDIA. · Nathan Debardeleben, Earl Lawrence, Ayan Biswas are with Los Alamos National Laboratory.

  56. TiWeaver: Unified Temporal Dynamics Modeling via Contextual Patching

    Jun 2, 2026Zhe Li, Jindong Tian, Hao Miao +3Multivariate Time Series ForecastingTemporal Dynamics

    East China Normal University Shanghai, China · Hong Kong Polytechnic University Hong Kong, China · Aalborg University Aalborg, Denmark

  57. SigmaMedStat: Temporal Signal Modeling for ICU False Alarm Reduction

    May 28, 2026Arunkumar RamachandranIntensive Care UnitAlarm Fatigue

  58. Applications of temporal graph learning for predicting the dynamics of biological systems

    May 27, 2026Manuel Dileo, Andrea SottorivaRegulatory NetworksTemporal Graph Neural Networks

    Center for Computational Biology, Human Technopole Foundation, Milan, Italy

  59. QuITE: Query-Based Irregular Time Series Embedding

    May 27, 2026Junghoon LimTimestep EmbeddingsMultivariate Time-Series

    SK Shieldus, Seongnam, Republic of Korea

  60. Chreode: A Cell World Model for One-Step Temporal Dynamics and Perturbation Prediction

    May 27, 2026Mufan Qiu, Genhui Zheng, Yinuo Xu +4CellsDevelopmental Trajectories

    University of North Carolina at Chapel Hill · The University of Texas at Austin · University of Pennsylvania