AINeutralarXiv – CS AI · 6h ago6/10
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Diagnosing Failure Modes of Shared-State Collaboration in Resource-Constrained Visual Agents
Researchers introduce CoSee, an auditing framework for analyzing failure modes in collaborative visual reasoning systems using resource-constrained language models (4B-8B parameters). The study reveals that shared working memory architectures paradoxically amplify hallucinations rather than improve performance, identifying two critical failure modes: noise reinforcement and policy collapse.