3 papers
cs.CL2026
LatentRemedy: Efficient Remedy For Non-Prefix KV Cache Reuse in Multi-Agent Systems
Zhiwei Chen, Zhongtao Rao, Waikit Xiu +4
Non-prefix KV cache reuse is a promising approach for improving inference efficiency in multi-agent systems as agents share the same context blocks. However, when agents have confl…
cs.AI2026
SAGE: Structured Strategic Reasoning for Efficient LLM Game Playing
Zhiwei Chen, Tianchun Wang, Zhongtao Rao +3
A strong LLM strategic agent should reason prospectively over uncertain futures, adapt its strategy to opponents' behavioral tendencies, and continuously recalibrate its decision p…
cs.IR2025
Structural and Disentangled Adaptation of Large Vision Language Models for Multimodal Recommendation
Zhongtao Rao, Peilin Zhou, Dading Chong +3
Multimodal recommendation enhances accuracy by leveraging visual and textual signals, and its success largely depends on learning high-quality cross-modal representations. Recent a…