Zero-Shot Forecasting

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Time SeriesTime Series ForecastingTime Series Foundation ModelsLong-Horizon ForecastingSpatio-Temporal ForecastingRetrieval-Augmented ForecastingTime-Series ClassificationLoad Forecasting

22 papers

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  1. Into the ORBIT for Time Series: Training Regimes for Foundation Models

    Aug 13, 2026Hongjie Xia, Yiding Liu, Yifan Hu +2Time Series Foundation ModelsZero-Shot Forecasting

  2. Foundation Models and Fine-Tuning: Toward a New Generation of Models for Time Series Forecasting

    Jul 25, 2026Morad Laglil, Bertrand Pracca, Emilie Devijver +1Zero-Shot ForecastingTime Series Forecasting

  3. Zero-Shot Heart Rate Variability Forecasting from Consumer Wearables Using Time Series Foundation Models

    Jul 22, 2026Luukas Peräkylä, Fahad Sohrab, Ville Hautamäki +3Time Series Foundation ModelsZero-Shot Forecasting

  4. Towards Reliable Zero-Shot Crowd Forecasting: Evaluating Time Series Foundation Models for Special Event Pedestrian Forecasting

    Jul 20, 2026Ziteng Li, Yanan Xin, Tina Comes +1Zero-Shot ForecastingAccurate Pedestrian Trajectory Prediction

  5. Lightweight Wrappers for Adapting Time Series Foundation Models to Regional Drought Forecasting

    Jul 20, 2026Wentao Gao, Jiuyong Li, Lin Liu +4Time Series Foundation ModelsZero-Shot Forecasting

  6. A Minimal Interpretable Architecture for Zero-Shot Reconstruction of Dynamical Systems

    Jul 16, 2026Christoph Jürgen Hemmer, Florian Plaswig, Daniel DurstewitzDynamical SystemsZero-Shot Forecasting

  7. Rethinking Multimodal Time-Series Forecasting Evaluation

    Jul 8, 2026Haoxin Liu, Yichen Zhou, Rajat Sen +2Time Series ForecastingZero-Shot Forecasting

  8. TopoBrick: Agentic Topology Sampling of Exogenous Variables for Zero-Shot Building IoT Forecasting

    Jul 7, 2026Xiachong Lin, Du Yin, Arian Prabowo +6Zero-Shot ForecastingInternet Of Thing

  9. Evaluating Time Series Foundation Models for Electricity Price Forecasting: Contamination Risk, Distributional Shifts, and Covariate Dependence

    Jul 2, 2026Zhenghua Pan, Ahmed Aziz EzzatEnergy ForecastingTime Series Foundation Models

  10. Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis

    Jul 2, 2026Yisong Fu, Zezhi Shao, Chengqing Yu +4Time Series Foundation ModelsZero-Shot Forecasting

  11. CLOUDADV: Decision-Aligned Instance Sizing with Zero-Shot Foundation Models under Drift

    Jun 30, 2026Jack Bell, Giacomo Carfi, Gerlando Gramaglia +3CloudZero-Shot Forecasting

  12. Unified Zero-Shot Time Series Forecasting: A Darts Foundation

    Jun 25, 2026Zhihao Dai, Dennis Bader, Alain GysiZero-Shot ForecastingFoundation Model

  13. Learning the Context of Errors: Black-Box Online Adaptation of Time Series Foundation Models

    Jun 12, 2026Xilin Dai, Yiding Liu, Hongjie Xia +4Time Series Foundation ModelsZero-Shot Forecasting

  14. CITRAS-FM: Tiny Time Series Foundation Model for Covariate-Informed Zero-Shot Forecasting

    Jun 9, 2026Yosuke Yamaguchi, Issei Suemitsu, Yuki Kajihara +1Zero-Shot ForecastingTime Series Foundation Models

  15. Causal Semantic Alignment for LLM-based Time Series Forecasting

    Jun 6, 2026Kexuan Zhang, Xiaobei Zou, Cesare Alippi +2Time Series ForecastingZero-Shot Forecasting

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

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

  17. RESCAST-100K: A Comprehensive Dataset for Cross-Domain Residential Load and Indoor Temperature Forecasting

    Jun 1, 2026Jainam Dhruva, Yousaf Raza, A. B. Siddique +1Energy ForecastingDomain Adaptation

  18. Feature to Dynamics: Feature-space to Autoregression strategy for Zero-shot Time Series Forecasting

    May 31, 2026Yifan Wu, Junjie Wu, Kai Wu +2Zero-Shot ForecastingState-Of-The-Art Zero-Shot Performance

  19. Rethinking Post-Training Recipes for Multimodal Time-Series Forecasting

    May 28, 2026Haoxin Liu, Yichen Zhou, Rajat Sen +2Zero-Shot ForecastingTime Series Forecasting

  20. Factorize to Generalize: Retrieval-Guided Invariant-Dynamic Decomposition for Time Series Forecasting

    May 24, 2026Jinjin Chi, Lei Feng, Lulu Zhang +6Zero-Shot ForecastingTime Series Forecasting

  21. Empirical evaluation of Time Series Foundation Models for Day-ahead and Imbalance Electricity Price Forecasting in Belgium

    May 16, 2026Chi Bui, Maria Margarida Mascarenhas, Arnaud Verstraeten +1Energy ForecastingTime Series Foundation Models

  22. Not All Retrievals are Useful: Cross-Attention for Input-Aware RAG in Time Series Forecasting

    Mar 16, 2026Seunghan Lee, Jaehoon Lee, Jun Seo +7Zero-Shot ForecastingTime Series Forecasting