Task-Aware Structured Memory for Dynamic Multi-modal In-Context Learning
Zhirui Chen · Ziwei Chen · Ling Shao
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Zhirui Chen · Ziwei Chen · Ling Shao
Peiyang Liu · Zhirui Chen · Xi Wang · Di Liang · Youru Li · Zhi Cai · Wei Ye
Monte Carlo Tree Search (MCTS) has been widely used for automated reasoning data exploration, but current supervision extraction methods remain inefficient. Standard approaches retain only the single highest-reward trajectory, discarding the comparative signals present in the many explored paths....
Zhirui Chen · Peiyang Liu · Ling Shao
As Large Language Models (LLMs) scale to support context windows exceeding one million tokens, the linear growth of Key-Value (KV) cache imposes severe memory capacity and bandwidth bottlenecks, constraining the efficiency of long-context inference. Existing compression approaches typically prior...