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Rongfei Zeng

2 accepted papers

2026

JailbreakLoRA: Your Downloaded LoRA from Sharing Platforms might be Unsafe

ICLR 2026poster

Low-Rank Adaptation (LoRA) benefits from its plug-and-play nature, enabling large language models (LLMs) to achieve significant performance gains at low cost, has driven the development of LoRA-sharing platforms. However, the jailbreak and backdoor concerns associated with LoRA-sharing platforms rem…

Cited by 0SourceScholar
2025

A Similarity Paradigm Through Textual Regularization Without Forgetting

AAAI 2025technical

Prompt learning has emerged as a promising method for adapting pre-trained visual-language models (VLMs) to a range of downstream tasks. While optimizing the context can be effective for improving performance on specific tasks, it can often lead to poor generalization performance on unseen classes o…

Cited by 0SourcePDFScholar