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Jiarui Guan

2 accepted papers

2026

Adaptive Residual-Update Steering for Low-Overhead Hallucination Mitigation in Large Vision-Language Models

ICML 2026poster

Large Vision-Language Models (LVLMs) typically process visual inputs as a prefix to the language decoder. As the model autoregressively generates text, this initial visual information inevitably undergoes ``dilution'', leading the model to over-rely on language priors and hallucinate objects. Existi…

Cited by 0SourceScholar
2026

Great Minds Think Alike: Contextual Tacit Communication for Decentralized LLM-Agent Cooperation

ICML 2026poster

Large language models (LLMs) are increasingly used as planners for cooperative embodied agents, but multi-agent settings amplify inconsistency under partial observability and make explicit communication costly or even unavailable. Many existing approaches rely on online message passing; when communi…

Cited by 0SourceScholar