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cs.AI2026
InA-Probe: Instruction-Aware Active Probing for Time Series Forecasting with LLMs
Peiliang Gong, Emadeldeen Eldele, Chenyu Liu +8
Large Language Models (LLMs) have recently demonstrated impressive potential for time series forecasting. However, existing methods predominantly rely on passive modality alignment…
cs.AI2025
Fuzzy Information Evolution with Three-Way Decision in Social Network Group Decision-Making
Qianlei Jia, Xinliang Zhou, Ondrej Krejcar +1
In group decision-making (GDM) scenarios, uncertainty, dynamic social structures, and vague information present major challenges for traditional opinion dynamics models. To address…