Preprint
Aug 2026
MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization
Multi-Rank Adaptation (MuRA), a novel framework that dynamically selects and fuses adaptation modules of varying capacities based on token-level visual complexity, is proposed, which achieves state-of-the-art accuracy across extensive domain generalization and cross-dataset benchmarks while significantly reducing both...
Gengyuan Liu, Nan Wang, Chang Liu et al.
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