#multimodal-sensing News & Analysis

2 articles tagged with #multimodal-sensing. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · 7h ago7/10

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ConSensus: Multi-Agent Collaboration for Multimodal Sensing

ConSensus is a training-free multi-agent framework that improves how large language models interpret multimodal sensor data by decomposing tasks into specialized agents and fusing their outputs through semantic and statistical methods. The approach demonstrates 7.1% accuracy improvements over single-agent baselines while reducing computational costs by 12.7x, offering practical solutions for real-world sensing applications.

AINeutralarXiv – CS AI · 7h ago6/10

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GaMi: Geometry-Agnostic Material Identification via Cross-Modal Subtractive Disentanglement

GaMi is a multimodal material identification system that combines mmWave and acoustic sensing to accurately identify materials regardless of geometric variations like shape, orientation, and distance. Using cross-modal subtractive disentanglement and contrastive learning, the system achieves 95.2% accuracy on 20 materials and demonstrates few-shot generalization across different devices.