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Patara Trirat

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#artificial intelligence Review Jan 2026

TS-Debate: Multimodal Collaborative Debate for Zero-Shot Time Series Reasoning

Across 20 tasks from three public benchmarks, TS-Debate improves classification and question answering performance over strong baselines, while revealing that debate is most useful for global-structure and cross-view reasoning rather than local value reconstruction.

Patara Trirat, Jin Myung Kwak, Jay Heo et al. · 1 citation