Timestep Embeddings

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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. LEARN-TS: LLM-Enhanced Alignment and Reconstruction with Normality Guidance for Multivariate Time-Series Anomaly Detection

    Sep 30, 2026Jahyeob Koo, Kio Yun, Byoungmo Koo +1Time-Series Anomaly DetectionTime Series

    Department of Industrial and Management Engineering, Korea University Seoul, Republic of Korea

  2. Instance-Adaptive Prompts as Context for Time-Series Foundation Models

    Sep 28, 2026Zehao Xiao, Shifeng Xie, Lei Zan +5Time Series Foundation ModelsWireless Foundation Models

    Huawei Noah’s Ark Lab, Paris, France · LIPADE, Universit´e Paris Cit´e, Paris, France · Huawei Noah’s Ark Lab, Shenzhen, China

  3. TEMPS: Temporal Sentence Embeddings for Temporal Information Retrieval

    Sep 23, 2026Mourad Hassani, Julien Romero, Amel Bouzeghoub +1Timestep EmbeddingsText Embeddings

    SAMOVAR, Télécom SudParis, Institut Polytechnique de Paris, France · Aldebaran Care, France

  4. tcnerv:dual-domain temporal context modeling for implicit neural video compression

    Sep 15, 2026Xuezhi Xiang, Yixin Zhao, Heqi Xiang +2Video CompressionDual-Branch Temporal Modeling

    Information and Communication Engineering, Harbin Engineering University, Harbin, 150001, China · Department of Computer Science, University of Toronto, Toronto, ON M5S 2E4, Canada · The Department of Computer Science, Kanagawa University, Kanagawa, 221-8686, Japan

  5. Robust Industrial Cyber Physical Classification Using Neuromorphic Temporal Embeddings and Hybrid SNN XGBoost Under Machine Unlearning Attacks

    Sep 9, 2026Ammar Kamoona, Sajad Koushkbaghi, Mahdi Jalili +2Cyber-Physical SystemThreat Detection

    Powercor, Melbourne, VIC, Australia

  6. CLUES-WEASEL: No additional clues required to choose your time series clustering algorithm

    Sep 7, 2026Johann FaouziTime-Series ClassificationClustering

    Univ Rennes, Ensai, CNRS, CREST - UMR 9194, F-35000 Rennes, France.

  7. KANResDiff: Learning Local Residual Diffusion via Kolmogorov-Arnold Network for Ambiguous Medical Image Segmentation

    Aug 12, 2026Fanding Li, Chenglin Wang, Xiangyu Li +9Semi-Supervised Medical Image SegmentationResidual Conditional Diffusion Model

    Faculty of Computing, Harbin Institute of Technology, Harbin, China · Harbin Institute of Technology, Harbin, China · College of Computer and Control Engineering, Northeast Forestry University, Harbin, China +2

  8. Scaling Time Series Classification via XAI-Driven Data Reduction

    Jul 17, 2026Davide Italo Serramazza, Thach Le Nguyen, Georgiana IfrimTime-Series ClassificationTime Series

    School of Computer Science, University College Dublin, Ireland

  9. Weakly Supervised Spatio-Temporal Candidate Discovery of Dairy Farm Sites from Seasonal Satellite Imagery

    Jul 14, 2026Usman Haider, Fatima Khalid, Karl MasonSatellite ImageryPrecision Agriculture

    School of Computer Science, University of Galway, Ireland. · Faculty of Computer Science and Engineering, GIK Institute of Engineering Sciences and Technology, Pakistan.

  10. PhenoEmbed: Self-Supervised Multispectral UAV Time-Series Embeddings for Individual Tree Crown Phenology

    Jul 11, 2026Taimur KhanTimestep EmbeddingsTrees

    Helmholtz Centre for Environmental Research - UFZ, Community Ecology, Theodor-Lieser-Str. 4, 06120 Halle, Germany

  11. Terminal Dimension Reduction for Time Series with Applications

    Jul 10, 2026Alexander Munteanu, Matteo Russo, David Saulpic +1Dimensionality ReductionTime Series

    TU Dortmund, Germany · EPFL, Switzerland · CNRS & Université Paris Cité, IRIF, Paris, France +1

  12. TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning

    Jul 9, 2026Fangxu Yu, Tao Feng, Dehai Min +3Time SeriesTimestep Embeddings

    University of Maryland, College Park · University of Illinois Urbana-Champaign · University of Illinois Chicago +1

  13. ALER-TI: Aligned Latent Embedding Retrieval for Time Series Imputation

    Jul 8, 2026Xuan-Thong Truong, Trung-Kien Le, Tung Kieu +2ImputationTimestep Embeddings

    School of Computer Science, Hanoi University of Science and Technology, Hanoi, Vietnam · Department of Computer Science, Aalborg University, Aalborg, Denmark

  14. TimEE: End-to-end Time Series Classification via In-Context Learning

    Jul 8, 2026Jaris Küken, Shi Bin Hoo, Martin Mráz +2Time-Series ClassificationTimestep Embeddings

    University of Freiburg · Zuse School ELIZA Darmstadt · Prior Labs +1

  15. RMISC: A Large-scale Real-world Multivariate Corpus for Time Series Foundation Models

    Jul 7, 2026Qian Sun, Yong-Ming Tian, Jia-Wei Huang +2Time Series Foundation ModelsTimestep Embeddings

    State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China · School of Intelligent Science and Technology, Nanjing University, Suzhou, China · Nanjing University – Siemens Joint Research Center on Industrial AI, Suzhou, China +1

  16. MUSE: Unlocking Timestep as Native Task Steering for One-Step Dense Prediction

    Jun 29, 2026Shuo Zhou, Zhaoxin Li, Xiujuan ChaiDense PredictionMulti--Task Learning

    Agricultural Information Institute, Chinese Academy of Agricultural Sciences, Beijing, China. · Key Laboratory of Agricultural Big Data, Ministry of Agriculture and Rural Affairs, Beijing, China.

  17. Are Time-Series Foundation Models Ready for E-Nose Data? An Empirical Assessment of Their Embeddings

    Jun 26, 2026Taeyeong Choi, Mohammed KamruzzamanTime Series Foundation ModelsTimestep Embeddings

    Department of Information Technology Kennesaw State University Marietta, GA 30060, USA · Department of Agricultural and Biological Engineering University of Illinois Urbana-Champaign Urbana, IL 61801, USA

  18. TeRoR: Decoupled Temporal Rotation with Relational Circular Region for Temporal Knowledge Graph Embedding

    Jun 26, 2026Peijia Xie, Yike Liu, Chao He +1Temporal Knowledge GraphsTimestep Embeddings

    South China Normal University, Guangzhou, China

  19. From Recognition to Understanding: Unlocking Cognitive Time Series Reasoning with LLMs

    Jun 20, 2026Xin Qiu, Junlong Tong, Yao Zhang +3Temporal ReasoningLLM Reasoning Strategies

    Institute of Digital Twin, Eastern Institute of Technology, Ningbo · Zhejiang University · Munich Center for Machine Learning, LMU

  20. On the Redundancy of Timestep Embeddings in Diffusion Models

    Jun 18, 2026José A. ChávezTimestep EmbeddingsDiffusion Transformers

    Independent Researcher, Lima, Peru

  21. Beyond Tokenization: Direct Timestep Embedding and Contrastive Alignment for Time-Series Question Answering

    Jun 17, 2026Yafeng Wu, Huu Hiep Nguyen, Thin Nguyen +1Timestep EmbeddingsTime Series

    Deakin University

  22. A Stationarity-and-Coupling Criterion for Training-Free Time-Lagged Spectral Embeddings of Multivariate Time Series

    Jun 11, 2026Siddharth Pal, Viktoria RojkovaMultivariate Time-SeriesStationarity

  23. Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization

    Jun 10, 2026Yifan Wang, Lifeng Shen, Shuyin Xia +1Granular-Ball ComputingTime Series

    Chongqing Key Laboratory of Computational Intelligence, Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, Sichuan-Chongqing Co-construction Key Laboratory of Digital Economy Intelligence and Key Laboratory of Big Data Intelligent Computing, College of Computer Science and Technology, Chongqing University of Posts and Telecommunications · Chongqing Ant Consumer Finance Co,. Ltd, Ant Group.

  24. Representing Time Series as Structured Programs for LLM Reasoning

    Jun 10, 2026Jaeho Kim, Changhun Oh, Seokhyun Lee +2Time SeriesTemporal Reasoning

    Korea University · Mila, University of Montreal

  25. Motion Reinforces Appearance: RGB-Skeleton Gated Residual Fusion for Micro-Gesture Online Recognition

    Jun 10, 2026Jialin Liu, Xinwen He, Pengyu Liu +3Hand Gesture RecognitionSkeleton-Based Action Recognition

    School of Computer Science and Information Engineering, Hefei University of Technology (HFUT), Hefei, China

  26. TimeRouter: Efficient and Adaptive Routing of Time-Series Foundation Models

    Jun 10, 2026Kanghui Ning, Yushan Jiang, Kashif Rasul +3Time Series Foundation ModelsTimestep Embeddings

    School of Computing, University of Connecticut, Storrs, USA · Department of Machine Learning Research, Morgan Stanley, New York, USA.

  27. GITCO: Gated Inference-Time Context Optimization in TSFMs

    Jun 3, 2026Manya Pandey, Dhruv Kumar, Murari Mandal +1Time Series Foundation ModelsZero-Shot Forecasting

    Birla AI Labs, Mumbai, India · KIIT, Bhubaneswar, India · BITS Pilani, Pilani, India

  28. Combining Statistical Features and Deep Encodings for Rehearsal-Based Class-Incremental Time Series Classification

    Jun 2, 2026Pablo García-Santaclara, Bruno Fernández-Castro, Rebeca Pilar Díaz-RedondoTime-Series ClassificationClass-Incremental Learning

    atlanTTic – ICLAB, Universidade de Vigo, Vigo 36310, Spain · Centro Tecnolóxico de Telecomunicacións de Galicia (GRADIANT), Vigo 36214, Spain

  29. Time Series as Language: A Universal Tokenizer for General-Purpose Time Series Foundation Models

    May 31, 2026Yunhao Zhang, Ruiying Qi, Jiale Zheng +3Time Series Foundation ModelsTime Series

    Shanghai Jiao Tong University · Huawei Noah’s Ark Lab

  30. Giving Sensors a Voice: Multimodal JEPA for Semantic Time-Series Embeddings

    May 29, 2026Utsav Dutta, Gerardo Pastrana, Sina Khoshfetrat Pakazad +1Timestep EmbeddingsJoint-Embedding Predictive Architectures

    C3 AI, Redwood City, CA, USA

  31. STEP: Learning STructured Embeddings for Progressive Time Series

    May 29, 2026Lucas Thil, Jesse Read, Rim Kaddah +1Timestep EmbeddingsTime Series

    LIX, École Polytechnique IRT SystemX Palaiseau, France · IRT SystemX Palaiseau, France · Safran Tech Chateaufort, France

  32. Faithful Embeddings of Irregular and Asynchronous Data for Online Log-NCDEs

    May 28, 2026Benjamin Walker, Alexandre Bloch, Lingyi Yang +2Neural Ordinary Differential EquationsLatent Dynamics

    Mathematical Institute University of Oxford · School of Mathematical Sciences University of Nottingham · Department of Mathematics, Imperial College London

  33. QuITE: Query-Based Irregular Time Series Embedding

    May 27, 2026Junghoon LimTimestep EmbeddingsMultivariate Time-Series

    SK Shieldus, Seongnam, Republic of Korea

  34. SiST-GNN: Simultaneous Spatial-Temporal Message Passing for Dynamic Graph Representation Learning

    May 25, 2026Shubhajit Roy, Anirban DasguptaTemporal Graph Neural NetworksGnn-Based Detectors

    Department of Computer Science and Engineering Indian Institute of Technology Gandhinagar

  35. AME-TS: Anchored Mixture-of-Experts for Time Series Forecasting

    May 24, 2026Rui Wang, Renhao Xue, Ray Razi +2Time Series Foundation ModelsTime Series

    Amazon Web Services

  36. Continuity and Ordinality Matter: Constraining Time Series Tokens for Effective Time Series Analysis with Large Language Models

    May 22, 2026Musheng Li, Ziying Zhang, Cheng jin +1Time SeriesTimestep Embeddings

    Department of Electronic Engineering Tsinghua University

  37. ChronoVAE-HOPE: Beyond Attention -- A Next-Generation VAE Foundation Model for Specialized Time Series Classification

    May 21, 2026José Alberto Rodríguez, Luis Balderas, Miguel Lastra +2Time-Series ClassificationTime Series

    Department of Computer Science and Artificial Intelligence DiCITS, iMUDS, DaSCI University of Granada, Granada, Spain 18071 · Advanced Medical Imaging Group, Instituto de Investigación Biosanitaria de Granada (ibs.Granada) · Department of Software Engineering DiCITS, iMUDS, DaSCI University of Granada, Granada, Spain 18071 +1

  38. Prototype-Guided Classification Sub-Task Decoupling Framework: Enhancing Generalization and Interpretability for Multivariate Time Series

    May 21, 2026Xianhao Song, Yuang Zhang, Yuqi She +2Time-Series ClassificationMultivariate Time-Series

    East China Normal University · Shanghai Jiao Tong University

  39. INSHAPE: Instance-Level Shapelets for Interpretable Time-Series Classification

    May 19, 2026Seongjun Lee, Seokhyun Lee, Changhee LeeTime-Series ClassificationStatistical Shape Model

    Department of Artificial Intelligence, Korea University

  40. Chronicle: A Multimodal Foundation Model for Joint Language and Time Series Understanding

    May 18, 2026Paul Quinlan, Jeremy Levasseur, Qingguo Li +1Time Series Foundation ModelsTime Series

    1InertialAI · Department of Electrical and Computer Engineering, Queen’s University · Department of Mechanical and Materials Engineering, Queen’s University

  41. Spectral Transformer Neural Processes

    May 10, 2026Xianhe Chen, Hao Chen, Yingzhen LiTimestep EmbeddingsFrequency-Aware Regularization

    University of Cambridge · Tencent · Imperial College London

  42. Reasoning-Aware Training for Time Series Forecasting

    May 9, 2026Md Atik Ahamed, Mihir Parmar, Palash Goyal +4Time Series Foundation ModelsRetrieval-Augmented Forecasting

    1Google · University of Kentucky

  43. WATCH: Wide-Area Archaeological Site Tracking for Change Detection

    May 4, 2026Girmaw Abebe Tadesse, Titien Bartette, Andrew Hassanali +7Change DetectionCultural Heritage

    Microsoft AI for Good Research Lab · Iconem, Paris, France · Planet Labs PBC

  44. PAMNet: Cycle-aware Phase-Amplitude Modulation Network for Multivariate Time Series Forecasting

    May 1, 2026Yingbo Zhou, Yutong Ye, Zhiwei Ling +5Multivariate Time Series ForecastingTime Series Forecasting

    Fudan University · Beihang University · Zhejiang University +1

  45. Watch Your Step: Information Injection in Diffusion Models via Shadow Timestep Embedding

    May 1, 2026An Huang, Junggab Son, Zuobin XiongTimestep EmbeddingsDiffusion Models

    Department of Computer Science, University of Nevada Las Vegas, Las Vegas, USA.

  46. Learning Fingerprints for Medical Time Series with Redundancy-Constrained Information Maximization

    Apr 30, 2026Huayu Li, ZhengXiao He, Xiwen Chen +4Representation LearningTimestep Embeddings

    University of Arizona, AZ, USA · Morgan Stanley, NY, USA · Clemson University, SC, USA +2

  47. Soft-MSM: Differentiable Context-Aware Elastic Alignment for Time Series

    Apr 30, 2026Christopher Holder, Anthony BagnallTime-Series ClassificationTime Series

    School of Electronics and Computer Science University of Southampton Southampton, SO17 1BJ, United Kingdom

  48. VTBench: A Multimodal Framework for Time-Series Classification with Chart-Based Representations

    Apr 29, 2026Madhumitha Venkatesan, Xuyang Chen, Dongyu LiuTime-Series ClassificationChart

    University of California, Davis Davis, United States

  49. CXRMate-2: Structured Multimodal Temporal Embeddings and Tractable Reinforcement Learning for Clinically Acceptable Chest X-ray Radiology Report Generation

    Apr 21, 2026Aaron Nicolson, Elizabeth J. Cooper, Hwan-Jin Yoon +7Chest X-RayRadiology Report Generation

    Australian e-Health Research Centre, CSIRO Health and Biosecurity, Brisbane & Melbourne, Australia · Princess Alexandra Hospital, Metro South Health, Brisbane, Australia · Queensland Digital Health Centre, University of Queensland, Brisbane, Australia +2

  50. Learning Behaviorally Grounded Item Embeddings via Personalized Temporal Contexts

    Apr 16, 2026Rafael T. Sereicikas, Pedro R. Pires, Gregorio F. Azevedo +1User ModelingTimestep Embeddings

    Federal University of São Carlos · Sorocaba, São Paulo, Brazil

  51. MambaSL: Exploring Single-Layer Mamba for Time Series Classification

    Apr 16, 2026Yoo-Min Jung, Leekyung KimTime-Series ClassificationMamba-Based Models

    Department of Industrial Engineering, Seoul National University

  52. TS-Haystack: A Multi-Task Retrieval Benchmark for Long-Context Time-Series Reasoning

    Feb 15, 2026Nicolas Zumarraga, Thomas Kaar, Ning Wang +12Temporal ReasoningQuestion-Answering Benchmarks

    1Agentic Systems Lab, ETH Zurich · 2Stanford University · 3Traffic Engineering Group, Institute for Transport Planning and Systems, ETH Zurich +4

  53. Rethinking Zero-Shot Time Series Classification: From Task-specific Classifiers to In-Context Inference

    Jan 31, 2026Juntao Fang, Shifeng Xie, Shengbin Nie +7Time-Series ClassificationTimestep Embeddings

    Guangdong University of Technology, Guangzhou, China · Huawei Noah’s Ark Lab, Paris, France · Paris Descartes University, Paris, France +2

  54. Kairos: Toward Adaptive and Parameter-Efficient Time Series Foundation Models

    Sep 30, 2025Kun Feng, Shaocheng Lan, Yuchen Fang +6Time Series Foundation ModelsTimestep Embeddings

    School of Information Science and Technology, ShanghaiTech University, Shanghai, China · Ant Group, Shanghai, China

  55. ChronoSteer: Bridging Large Language Model and Time Series Foundation Model via Synthetic Cross-Modal Alignment Dataset

    May 15, 2025Chengsen Wang, Qi Qi, Zhongwen Rao +2Zero-Shot ForecastingTime Series Foundation Models

    Beijing University of Posts and Telecommunications · Huawei Noah’s Ark Lab