Author

Tanvir Muntakim Tonoy

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Preprint Sep 2026

Low-Rank Prompt Learning for Vision-Language Models with Fixed-Token Bases

Across seven few-shot benchmarks and two CLIP backbones, low-rank prompts match or improve dense CoOp at far fewer parameters, with the clearest gains on low-shot base-to-new generalization.

Tanvir Muntakim Tonoy, Sajjad Ghiasvand, Mahnoosh Alizadeh et al. · 0 citations