1 citations · 2 across the 11 of their papers we have counts for
4 papers · 1 filter
ECMR: Evidence-Aware Deliberation Control for Multi-Agent LLM Reasoning
Yuan Liu, Haoyue Peng, Fanliang Hu +2
Multi-agent Large Language Model (LLM) systems typically commit to a deliberation protocol before inference. A fixed protocol cannot allocate computation differently to resolved an…
Learning Adaptive Deliberation Control for Reliable Recognition with Multi-Agent Language Models
Yuan Liu, Haoyue Peng, Fanliang Hu +2
Multi-agent deliberation can improve recognition by criticizing and revising candidate answers, but fixed controls cannot respond to changes in disagreement or reasoning quality. W…
VoLN: Vision-Only Long-Horizon Navigation---Paradigm, Benchmark, and Method
Jiabin Lou, Haopeng Wang, Yuanshuai Wang +6
Vision-and-Language Navigation (VLN) enables embodied agents to follow natural-language instructions. However, route-level instructions commonly encode spatial priors, such as orie…
EventMemAgent: Hierarchical Event-Centric Memory for Online Video Understanding with Adaptive Tool Use
Siwei Wen, Zhangcheng Wang, Xingjian Zhang +2
Online video understanding requires models to perform continuous perception and long-range reasoning within potentially infinite visual streams. Its fundamental challenge lies in t…