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#long-horizon-reasoning News & Analysis

2 articles tagged with #long-horizon-reasoning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · 3d ago6/10
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Belief-Aware VLM Model for Human-like Reasoning

Researchers propose a belief-aware Vision Language Model framework that enhances human-like reasoning by integrating retrieval-based memory and reinforcement learning. The approach addresses limitations in current VLMs and VLAs by approximating belief states through vector-based memory, demonstrating improved performance on vision-question-answering tasks compared to zero-shot baselines.

AIBullisharXiv – CS AI · Mar 37/109
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From Verbatim to Gist: Distilling Pyramidal Multimodal Memory via Semantic Information Bottleneck for Long-Horizon Video Agents

Researchers have developed MM-Mem, a new pyramidal multimodal memory architecture that enables AI systems to better understand long-horizon videos by mimicking human cognitive memory processes. The system addresses current limitations in multimodal large language models by creating a hierarchical memory structure that progressively distills detailed visual information into high-level semantic understanding.