TSGym: Design Choices for Deep Multivariate Time-Series Forecasting
Paper • 2509.17063 • Published
LLM
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Timer-S1: A Billion-Scale Time Series Foundation Model with Serial Scaling
Paper • 2603.04791 • Published • 20 -
Small but Mighty: Enhancing Time Series Forecasting with Lightweight LLMs
Paper • 2503.03594 • Published -
TSRBench: A Comprehensive Multi-task Multi-modal Time Series Reasoning Benchmark for Generalist Models
Paper • 2601.18744 • Published • 10 -
Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting
Paper • 2502.04395 • Published -
PatchFormer: A Patch-Based Time Series Foundation Model with Hierarchical Masked Reconstruction and Cross-Domain Transfer Learning for Zero-Shot Multi-Horizon Forecasting
Paper • 2601.20845 • Published -
TimesBERT: A BERT-Style Foundation Model for Time Series Understanding
Paper • 2502.21245 • Published -
Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation
Paper • 2505.02138 • Published