一作ICLR 2026Poster· Theory / Learning Theory
FutureMind: Equipping Small Language Models with Strategic Thinking-Pattern Priors via Adaptive Knowledge Distillation
Shaoxiong Yang · Junting Li · Mengyuan Zhang · Chao Li · WEI LIU · Jian Luan
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Shaoxiong Yang · Junting Li · Mengyuan Zhang · Chao Li · WEI LIU · Jian Luan
Guanzhong Chen · Shaoxiong Yang · Chao Li · WEI LIU · Jian Luan · Zenglin Xu
Large language models (LLMs) are versatile, yet their deployment in complex real-world settings is limited by static knowledge cutoffs and the difficulty of producing controllable behavior within a single inference. Multi-agent search systems (MASS), which coordinate specialized LLM agents equipp...