人工智能安全实验室·上海交通大学
人工智能安全实验室·上海交通大学
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Conference
Efficient and Effective Model Extraction
Model extraction aims to steal a functionally similar copy from a machine learning as a service (MLaaS) API with minimal overhead, …
朱鸿宇
,
李方圻
,
王士林
Enhancing Visual Forced Alignment with Local Context-Aware Feature Extraction and Multi-Task Learning
This paper introduces a novel approach to Visual Forced Alignment (VFA), aiming to accurately synchronize utterances with corresponding …
何怡
,
杨磊
,
王士林
Membership Encoding for Black-Box Neural Network Watermarking
Deep neural network watermarking is an emerging technique for protecting the copyright of models. Most existing black-box watermarking …
章杭炜
,
李方圻
,
王士林
MIFAE-Forensics: Masked lmage-Frequency AutoEncoder for DeepFake Detection
With continuously evolving generative models and increasingly diverse face forgery products, there is a growing demand for DeepFake …
王晗亦
,
刘子涵
,
王士林
Rethinking the Fragility and Robustness of Fingerprints of Deep Neural Networks
Fingerprints characterize deep neural networks that are deployed as black-boxes. To achieve copyright tracing and integrity …
李方圻
,
杨磊
,
王士林
Acquiring Clean Language Models from Backdoor Poisoned Datasets by Downscaling Frequency Space
Despite the notable success of language models (LMs) in various natural language processing (NLP) tasks, the reliability of LMs is …
吴宗儒
,
张倬胜
,
程彭洲
,
刘功申
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DOI
Personatalk: Preserving Personalized Dynamic Speech Style in Talking Face Generation
Recent visual speaker authentication methods claimed their effectiveness against deepfake attacks. However, the success is attributed …
陆千禧
,
何怡
,
王士林
How Large Language Models Encode Context Knowledge? A Layer-Wise Probing Study
Previous work has showcased the intriguing capability of large language models (LLMs) in retrieving facts and processing context …
鞠天杰
,
杜巍
,
刘功申
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DOI
Backdoor NLP Models via AI-Generated Text
Backdoor attacks pose a critical security threat to natural language processing (NLP) models by establishing covert associations …
杜巍
,
鞠天杰
,
刘功申
PDF
Multi-Grained Multimodal Interaction Network for Sentiment Analysis
Multimodal sentiment analysis aims to utilize different modalities including language, visual, and audio to identify human emotions in …
方岭永
,
刘功申
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