2 papers
cs.CV2026
MFVSR: A Multi-Style and Fine-Grained Benchmark for Video Subtitle Removal
Xiyan Huang, Qingdong He, Peng Tang +3
Video subtitle removal (VSR) is an important video restoration task, yet existing evaluation remains limited by low-resolution datasets, fragmented test sets, and generic video-inp…
cs.CV2026
Quo Vadis, World Modeling?
Yu Yang, Xuemeng Yang, Licheng Wen +17
Continually improving agents require dynamic interaction feedback beyond static supervision, yet direct real-environment interaction is costly, slow, unsafe, and hard to paralleliz…