Robust Time Series Forecasting

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17 papers4 papers in the last four weeks, level with the four weeks before. 0.0% of all new papers.

  1. Forecasting Voltage Time Series under Anomalies Using a WGAN Model With Lipschitz Control and Progressive Kernel Critic Strategy

    Oct 16, 2026Najmieh Sadat SafarabadiTime Series ForecastingRobust Time Series Forecasting

    Institut für Maschinelle Sprachverarbeitung, University Of Stuttgart, Stuttgart, Germany

  2. SACQ: Structured Decoding with Memory-Conditioned Refinement for Long-Horizon Forecasting

    Oct 8, 2026Guo Cheng, Zhengzhuo Xu, Chenchen Jing +1Robust Time Series ForecastingLong-Term Time Series Forecasting

    University of Science and Technology Beijing, China · Zhejiang University of Technology, Hangzhou, China · Institution of Artificial Intelligence, University of Science and Technology Beijing, China

  3. SEER: Self-Evolving Event Reasoning and Retrieval for Time Series Forecasting

    Oct 2, 2026Mingtian Tan, Palash Goyal, Mihir Parmar +6Time Series ForecastingExogenous Time Series Forecasting

    Google Cloud AI Research · University of Virginia

  4. Time Series Forecasting Benchmarks Need Scenario-Grounded Stress Testing

    Oct 2, 2026Yuyang Zhao, Lian Xu, Hao XueRobust Time Series ForecastingTime Series Forecasting

    The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China · The University of Western Australia, Perth, Australia

  5. CTRL: Control-Based Time Series Forecasting with LLM-Guided Residual Learning

    Sep 20, 2026Minkyoung Kim, Daeun Ji, Yohan Lee +2Time Series ForecastingLLM-Based Time Series Forecasting

    Graduate School of Information, Yonsei University, Seoul, Republic of Korea

  6. Beyond Average Error through Oracle-Informed Stress Tests for Time-Series Forecasting

    Sep 19, 2026Xu Lin, Runheng Zuo, Shengxuan Xu +3Multivariate Time Series ForecastingTime Series Forecasting

    Tsinghua University

  7. RATL: Learning from Retrieved Residuals for Robust Multivariate Time-Series Forecasting

    Sep 3, 2026Yuchen He, Yueyang Cang, Zhiyuan Ning +2Multivariate Time Series ForecastingResidual Learning

    Department of Automation, Tsinghua University · State Key Laboratory of Hydroscience and Engineering, Tsinghua University

  8. DynG-Diff: A State-Aware Dynamic Guidance Diffusion Framework for Probabilistic Time Series Forecasting

    Sep 2, 2026Zhente Zhang, Zhengwei Ni, Wei FanMultivariate Time Series ForecastingDiffusion Model Guidance

    School of Information and Electronic Engineering (Sussex Artificial Intelligence Institute), Zhejiang Gongshang University, Hangzhou, Zhejiang, China · School of Computer Science, University of Auckland, Auckland, New Zealand

  9. Robustness of Deep Learning Models for PV Power Forecasting under NWP Forecast Errors: A Spatiotemporal and Physically Interpretable Analysis

    Jul 14, 2026Dandan Chen, Yan Zhao, Xuepeng ChenTime Series ForecastingSolar Power Forecasting

    State Key Laboratory of Severe Weather Meteorological Science and Technology, Chinese Academy of Meteorological Sciences, No. 46 Zhongguancun South Street, Beijing, 100081, China · Key Laboratory of High Impact Weather (special), China Meteorological Administration, Changsha, 410073, China

  10. Exogenous Dropout: A Simple, Strong Baseline for Corruption-Robust Time Series Forecasting with Covariates

    Jul 5, 2026Hao Hu, Xue-shan AiNeural Network RobustnessTime Series Forecasting

    State Key Laboratory of Water Resources Engineering and Management, Wuhan University, Wuhan 430072, China · Hubei Key Laboratory of Water System Science for Sponge City Construction (Wuhan University), Wuhan 430072, China

  11. TS-Fault: Benchmarking Time Series Forecasters Against Structural Faults

    Jun 16, 2026Yuyang Zhao, Lian Xu, Hao Miao +2Time Series ForecastingForecasting Benchmarks

    Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China · The University of Western Australia, Perth, Australia · Hong Kong Polytechnic University, Hong Kong, China +1

  12. TopoPrimer: The Missing Topological Context in Forecasting Models

    May 14, 2026Zara Zetlin, Kayhan Moharreri, Maria SafiTime Series ForecastingSheaf Theory

    Apple

  13. TailedTS: Benchmark Dataset for Heavy-Tailed Time Series Prediction and Periodicity Quantification

    May 9, 2026Xinyu Chen, HanQin Cai, Lijun Ding +1Time Series ForecastingHeavy-Tailed Noise

    University of Central Florida Orlando, FL 32816 · Massachusetts Institute of Technology Cambridge, MA 02139

  14. IPatch: A Multi-Resolution Transformer Architecture for Robust Time-Series Forecasting

    Mar 25, 2026Aymane Harkati, Moncef Garouani, Olivier Teste +2Robust Time Series ForecastingTime Series Forecasting

    CCPS Laboratory, ENSAM, Hassan II University, Casablanca, 20670, Morocco · IRIT, UMR 5505 CNRS, Université Toulouse Capitole, Toulouse, 31000, France · IRIT, UMR 5505 CNRS, Université Toulouse, UT2J, Toulouse, 31000, France

  15. ReLaMix: Residual Latency-Aware Mixing for Delay-Robust Financial Time-Series Forecasting

    Mar 21, 2026Tianyou Lai, Wentao Yue, Jiayi Zhou +5Robust Time Series ForecastingTime Series Forecasting

    Lanzhou University, Lanzhou, China · Brandeis University, Waltham, USA · Shenzhen University, Shenzhen, China +2

  16. GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables

    Mar 9, 2026Zhengyu Li, Xiangfei Qiu, Yuhan Zhu +4Exogenous Time Series ForecastingRobust Time Series Forecasting

    East China Normal University

  17. XLinear: Frequency-Enhanced MLP with CrossFilter for Robust Long-Range Forecasting

    Mar 4, 2026Xiang AoFrequency-Domain Time Series ModelingRobust Time Series Forecasting

    School of Software Engineering, Beijing Jiaotong University, Beijing, China