Towards Understanding Modality Interaction in Multimodal Language Models via Partial Information Decomposition 事件

PRODUCT_LAUNCH2026-06-02影响: MEDIUM

Towards Understanding Modality Interaction in Multimodal Language Models via Partial Information Decomposition arXiv:2606.00959v1 Announce Type: new Abstract: Understanding modality interaction in multimodal large language models (MLLMs) is central to reliable deployment. We introduce Partial Information Decomposition (PID) as a decision-level framework that separates unique, redundant, and synergistic contributions of sensory and linguistic inputs, beyond representation alignment and outcome-b