3 papers
cs.CV2026
Video2Reaction: Training Foundation Video Models to Predict Audience Reaction
Sidong Zhang, Trang Nguyen, Shiv Shankar +4
We introduce Video2Reaction, a multimodal dataset that maps short movie segments to the induced emotional reactions of viewers in the wild, as expressed through social media commen…
cs.CR2026
DuplexJail: Safety Alignment Breaks Under Spoken Interruption in Full-Duplex Models
Jaechul Roh, Deepak Chandran, Amir Houmansadr +1
Full-duplex speech models accept user speech while generating responses, creating an underexplored attack surface. We introduce DuplexJail, which delivers fixed, request-independen…
cs.CV2026
Video2Reaction: Mapping Video to Audience Reaction Distribution in the Wild
Trang Nguyen, Sidong Zhang, Shiv Shankar +4
Understanding and forecasting audience reactions to video content are crucial for improving content creation, recommendation systems, and media analysis. To enable audience reactio…