Long-Range Temporal Dependencies

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4 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Information Bottleneck-Guided Adaptive Hypergraph Transformer for Brain Disease Diagnosis

    Sep 29, 2026Jingxi Feng, Xudong Chen, Yifan Zhang +5Human Brain NetworksHypergraphs

  2. GT-PSSM: Unified Probabilistic Framework for Stochastic Dynamics Modeling and Dependency Learning in Multivariate Time Series Anomaly Detection

    Sep 28, 2026Wonmo Koo, Jaeyeong Lee, Taeseong Yoon +1Time-Series Anomaly DetectionLong-Range Temporal Dependencies

    KAIST Daejeon, Republic of Korea

  3. Multi-Term Fourier Graph Neural Network with Sample Relationship Learning for Enhanced Remaining Useful Life Prediction

    Sep 21, 2026Ya Song, Laurens Bliek, Yaoxin Wu +1Temporal Graph Neural NetworksUseful Life Prediction

    Information Systems, Department of Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, Eindhoven, The Netherlands

  4. SETTer: Sparse-Encoder Transformer for Long-term Multivariate Time Series Forecasting

    Sep 17, 2026Abraham Ezema, Chijioke Eze, Ferdinanda Ponci +1Multivariate Time Series ForecastingSpatio-Temporal Transformers

    Institute for Automation of Complex Power Systems, RWTH Aachen University, 52064 Aachen, Germany · RWTH Aachen University, 52064 Aachen, Germany · institute for Monitoring and Distributed Control for Power Systems Teaching and Research Area, RWTH Aachen University, 52064 Aachen, Germany +1

  5. Weighted Empirical Risk Minimization for Machine Learning under Long-Range Dependence: Exact Pathwise Rates and Learning-Error Geometry

    Sep 9, 2026Elina MoldavskayaEmpirical Risk MinimizationWeight Decay

    Technion–Israel Institute of Technology, Israel

  6. How Temporal Correlations Shape Memory in Linear Recurrent Neural Networks

    Aug 31, 2026Arnol Manuel Fokam, Fasseu Sieyondji Akpevwoghene, Edem Fiifi DawsonRecurrent Neural NetworksFull-Rank Correlation Matrices

    Independent Researcher, United Kingdom · Department of Electrical and Electronic Engineering, University of Buea, Cameroon · minoHealth AI Labs, Ghana

  7. NanoMorph-3D: An End-to-End Physics-Driven Unrolling Framework for Nanomaterial Reconstruction

    Aug 4, 2026Beiyuan Zhang, Hesong Li, Ziqi Wu +23D ReconstructionCone-Beam Computed Tomography

    Beijing Institute of Technology Beijing, China

  8. FibVLA: An Efficient Temporal Vision-Language-Action Model with Fibonacci Sampling

    Jul 31, 2026Li Lin, Wujun Xu, Weiwei Meng +3Vision EncodersEmbodied Artificial Intelligence

    Southeast University, Nanjing, Jiangsu, China · Nanyang Technological University, Singapore.

  9. CS-ETS: Chaos-Inspired Samba-Based EMG-To-Speech Synthesis with Nonlinear Chaotic Losses

    Jul 21, 2026Sajid Fardin Dipto, Tarikul Islam Tamiti, David Vergano +2Speech SynthesisChaos

  10. GAttNHP: Group Attention Neural Hawkes Process for Extrapolation Reasoning in Temporal Knowledge Graphs

    Jul 16, 2026Xiangni Tian, Kaixian Yu, Runpeng Dai +2Temporal Knowledge GraphsLong-Range Temporal Dependencies

    Yunnan Key Laboratory of Statistical Modeling and Data Analysis, Yunnan University, Kunming, China · Insilicom LLC, Peabody, MA, USA · University of North Carolina at Chapel Hill, North Carolina, USA

  11. Long-Memory Reservoir Computing for Data-Scarce Dengue Forecasting

    Jul 13, 2026Rahul Goswami, Shinjini Paul, Palash Ghosh +1Reservoir ComputingLong-Range Temporal Dependencies

    Department of Mathematics, Indian Institute of Technology Guwahati, India · SAFIR, Sorbonne University Abu Dhabi, United Arab Emirates · Leiden University, Leiden, South Holland, Netherlands +1

  12. LSTrans: Efficient Knowledge Transfer for Lightweight and Automated ECG Classification

    Jul 12, 2026Yi Zhao, Jiajun Gao, Chenyang Xu +2Electrocardiogram ClassificationWearable Devices

    School of Mechano-Electronic Engineering · Xidian University · Xi’an, China +5

  13. Multimodal Molecular Representation Learning with Graph Neural Networks, Deep & Cross Networks, and SMILES Embeddings

    Jul 7, 2026Qiwei Han, Chi Zhou, Ruobing Wang +1Molecular Representation LearningGraph Neural Networks

    Department of Chemistry, Duke University, Durham, NC 27708, USA · Department of Computer Science, Georgia Institute of Technology, Atlanta, GA 30332, USA

  14. E-TraMamba: A New Paradigm for Efficient Long-Term 3D Feature Tracking with Event Cameras

    Jul 3, 2026Juwei Shen, Yujie Wu, Changwen Chen3D TrackingVisual Inertial Odometry

    Department of Computing, FCMS The Hong Kong Polytechnic University Hong Kong, China

  15. LongVQUBench: Benchmarking Long-Term Video Quality Understanding of Vision-Language Models

    Jul 1, 2026Arpita Nema, Hanwei Zhu, Xi Zhang +1Video QualityRecent Vision-Language Models

    Nanyang Technological University, Singapore

  16. PMDformer: Patch-Mean Decoupling Information Transformer for Long-term Forecasting

    Jun 25, 2026Ao Hu, Liangjian Wen, Jiang Duan +7Long-Range Temporal DependenciesTransformer Architectures

    Southwestern University of Finance and Economics · Artificial Intelligence and Digital Finance Key Laboratory of Sichuan Province · Chengdu Everimaging Science and Technology Co., Ltd. +4

  17. MambaADv2: Evolving Duality-enhanced State Space Model for Unsupervised Anomaly Detection

    Jun 22, 2026Xiaobin Hu, Haoyang He, Bo Yin +5Graph Anomaly DetectionMamba-Based Models

    Zhejiang University, Hangzhou, China · School of Computing, National University of Singapore, Singapore · College of Computing and Data Science, Nanyang Technological University, Singapore +1

  18. SpikF-GO: Spiking Fourier Graph Operators for Multivariate Time Series Forecasting

    Jun 11, 2026Jafar Bakhshaliyev, Niels LandwehrMultivariate Time Series ForecastingSpiking Neural Networks

    Data Science Group, University of Hildesheim, Hildesheim, Germany

  19. SWARD: Stochastic Window-Attention-Based Relational Distillation for Cross-Architectural Semantic Segmentation

    May 31, 2026Aditya Makineni, Qing TianEfficient Semantic SegmentationSemantic Segmentation

    Department of Computer Science University of Alabama at Birmingham Birmingham, US

  20. Trading Complexity for Expressivity Through Structured Generalized Linear Token Mixing

    May 29, 2026Erwan Fagnou, Paul Caillon, Blaise Delattre +1ExpressivityLong-Range Temporal Dependencies

    Miles Team, LAMSADE, Université Paris Dauphine-PSL, Paris, France · Department of Computer Science, School of Computing, Institute of Science Tokyo, Tokyo, Japan · ESPCI PSL, Paris, France

  21. A self-supervised learning approach to deep filter banks for texture recognition

    May 27, 2026Joao B. Florindo, Lucas O. Lyra, Antonio E. FabrisAutoencoder ArchitecturesLong-Range Temporal Dependencies

    Institute of Mathematics, Statistics and Scientific Computing of the University of Campinas, Rua Sergio Buarque de Holanda, 651, Campinas, 13083-859, Sao Paulo, Brazil · Institute of Mathematics and Statistics of the University of Sao Paulo, Rua do Matao, 1010, Sao Paulo, 05508-090, Sao Paulo, Brazil

  22. TGFormer: Towards Temporal Graph Transformer with Auto-Correlation Mechanism

    May 24, 2026Hongjiang Chen, Pengfei Jiao, Ming Du +4Temporal Graph Neural NetworksLong-Range Temporal Dependencies

    Hangzhou Dianzi University, School of Cyberspace, Hangzhou, 310018, China · Tianjin University, College of Intelligence and Computing, Tianjin, 300072, China · State Key Laboratory of Systems Medicine for Cancer, Shanghai Cancer Institute, Shanghai, 200127, China

  23. JointHRRP-Net: A Statistically Constrained Decoupling Network for Joint Target and Jamming Recognition in Composite Jamming

    May 19, 2026Yunfei Zhao, Mei Liu, Shuowei Liu +2Intentional JammingJoint Search

    College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China

  24. Learning Long-Term Temporal Dependencies in Photovoltaic Power Output Prediction Through Multi-Horizon Forecasting

    May 18, 2026Sumit Laha, Ankit Sharma, Hassan ForooshEnergy ForecastingPhotovoltaic

    Department of Computer Science University of Central Florida Orlando, Florida, United States.

  25. Improving Multi-turn Dialogue Consistency with Self-Recall Thinking

    May 14, 2026Renning Pang, Tian Lan, Leyuan Liu +3Factual RecallPrecision Recall

    University of Electronic Science and Technology of China

  26. MambaRain: Multi-Scale Mamba-Attention Framework for 0-3 Hour Precipitation Nowcasting

    May 14, 2026Chunlei Shi, Cui Wu, Xiang Xu +10Precipitation NowcastingRainfall

    School of Automation, Southeast University · Nanjing XinDa Institute of Meteorological Science and Technology · Beijing Leninainfo Technology Co., Ltd. +5

  27. Hybrid Quantum-MambaVision: A Quantum-enhanced State Space Model for Calibrated Mixed-type Wafer Defect Detection

    May 13, 2026Satwik Sai Prakash Sahoo, Jyoti Prakash Sahoo, Ting Wang +1Hybrid Quantum-Classical PipelineDefect Detection

    Odisha University of Technology and Research, Bhubaneswar, India · National Taiwan University of Science and Technology, Taipei, Taiwan · East China Normal University, Shanghai, China +1

  28. Efficient and Adaptive Human Activity Recognition via LLM Backbones

    May 12, 2026Aleksandr Bredikhin, Philippe Lalanda, German VegaHuman Activity RecognitionLarge Language Model Backbones

    Univ. Grenoble Alpes, France

  29. AdaMamba: Adaptive Frequency-Gated Mamba for Long-Term Time Series Forecasting

    Apr 25, 2026Xudong Jiang, Mingshan Loo, Hanchen Yang +5Long-Range Temporal DependenciesFrequency Domain

    Tongji University Shanghai, China · Fudan University Shanghai, China

  30. AUDITA: A New Dataset to Audit Humans vs. AI Skill at Audio QA

    Apr 23, 2026Tasnim Kabir, Dmytro Kurdydyk, Aadi Palnitkar +3Audio UnderstandingText-To-Audio

    University of Maryland · Davidson College · Columbia University +1

  31. Learning Long-Range Dependencies with Temporal Predictive Coding

    Feb 20, 2026Tom Potter, Oliver RhodesPredictive CodingLong-Range Temporal Dependencies

    International Centre for Neuromorphic Systems, The University of Manchester, Manchester, United Kingdom

  32. SEMixer: Semantics Enhanced MLP-Mixer for Multiscale Mixing and Long-term Time Series Forecasting

    Feb 18, 2026Xu Zhang, Qitong Wang, Peng Wang +1Asymmetric Grouped-Attention Variate MixerMultivariate Time Series Forecasting

    Shanghai Key Laboratory of Data Science, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, China · Harvard University, Cambridge, Massachusetts, United States

  33. Attention Enhanced Entity Recommendation for Intelligent Monitoring in Cloud Systems

    Oct 23, 2025Fiza Husain, Anson Bastos, Anjaly Parayil +4CloudLong-Range Temporal Dependencies

    Microsoft

  34. SegKAN: High-Resolution Medical Image Segmentation with Long-Distance Dependencies

    Date pendingShengbo Tan, Rundong Xue, Shipeng Luo +7Vessel SegmentationSemi-Supervised Medical Image Segmentation

    College of Computer Science and Artificial Intelligence, Southwest Minzu University, Chengdu 610225, China · Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University, Xi’an 710049, China · College of Mechanical and Electrical Engineering, Northeast Forestry University, Harbin 150040, China +4

  35. Gaussian Belief Propagation Network for Depth Completion

    Date pendingJie Tang, Pingping Xie, Jian Li +1Depth EstimationDense Prediction

    National University of Defense Technology, Changsha, China · Hong Kong University of Science and Technology, Hong Kong, China