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cs.CV2026
iGSP:Implicit Gradient Subspace Projection for Efficient Continual Learning of Vision-Language Models
Xuezhi Cui, Dongbo Zhou, Wang Guo +8
Vision-Language Models require efficient adaptation to continually emerging downstream tasks. While Parameter-Efficient Fine-Tuning mitigates catastrophic forgetting, assigning iso…
cs.CV2025
FoCLIP: A Feature-Space Misalignment Framework for CLIP-Based Image Manipulation and Detection
Yulin Chen, Zeyuan Wang, Tianyuan Yu +2
The well-aligned attribute of CLIP-based models enables its effective application like CLIPscore as a widely adopted image quality assessment metric. However, such a CLIP-based met…