2 papers
cs.CV2026
Before It Fades: Reinforcing Temporal Representations at Inference Time in VideoLLMs
Youngwoo Shin, Yusung Ro, Minseo Kim +1
Video Large Language Models (VideoLLMs) receive frames in sequential order and interpret how visual content evolves along the temporal axis, yet temporal reasoning remains a persis…
cs.CV2026
Beyond Semantics: Disentangling Information Scope in Sparse Autoencoders for CLIP
Yusung Ro, Jaehyun Choi, Junmo Kim
Sparse Autoencoders (SAEs) have emerged as a powerful tool for interpreting the internal representations of CLIP vision encoders, yet existing analyses largely focus on the semanti…