Author

Nan Wang

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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. · 0 citations

Jul 2026

MAML-S3M: Selective state space meta-learning for cross-condition few-shot bearing fault diagnosis

A novel model-agnostic meta-learning framework based on a selective state space model (MAML-S3M) to address the challenge of cross-condition few-shot bearing fault diagnosis and achieves superior diagnostic accuracy, outperforming state-of-the-art methods by at least 1.1%.

Siyu Liu, Nan Wang, Xue-Yi Li et al. · Structural Health Monitoring · 0 citations