arxivcs.CV2026-07-01
CV-DCLR: Causal-Visual Dynamic Label Refinement for Robust Zero-Shot Learning
Can Wang, Jiangnan Li, Mingyu Li, Yining Song, Kangrui Ren, Min Gan, et al.
Zero-Shot Learning (ZSL) facilitates knowledge transfer via shared semantic spaces. However, a critical bottleneck in this paradigm is Semantic Entanglement, where visual representations are inevitably conflated with visually similar semantic concepts, such as distinguishing the…