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cs.CV2026
LongEmo: Towards Emotion Understanding and Reasoning in Long Videos
Shuo Zhang, Yifan Zhou, Han Wang +15
While recent Multimodal Large Language Models (MLLMs) have shown promise in affective computing, their reasoning capabilities are largely confined to short video clips with limited…
cs.CV2026
ECHO: Event-Centric Hypergraph Operations via Multi-Agent Collaboration for Multimedia Event Extraction
Hailong Chu, Hongbing Li, Yunlong Chu +6
Multimedia event extraction (M2E2) aims to predict triggers, ground arguments across text and images, and then assemble them into schema-consistent event records. Recent LLM-based…