Conference

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 …
Rethinking the Fragility and Robustness of Fingerprints of Deep Neural Networks
Gracefully Filtering Backdoor Samples for Generative Large Language Models without Retraining
Backdoor attacks remain significant security threats to generative large language models (LLMs). Since generative LLMs output sequences …
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ALIS: Aligned LLM Instruction Security Strategy for Unsafe Input Prompt
In large language models, existing instruction tuning methods may fail to balance the performance with robustness against attacks from …
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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 …
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Acquiring Clean Language Models from Backdoor Poisoned Datasets by Downscaling Frequency Space
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 …
Personatalk: Preserving Personalized Dynamic Speech Style in Talking Face Generation
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 …
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How Large Language Models Encode Context Knowledge? A Layer-Wise Probing Study
Backdoor NLP Models via AI-Generated Text
Backdoor attacks pose a critical security threat to natural language processing (NLP) models by establishing covert associations …
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Backdoor NLP Models via AI-Generated Text
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 …
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Multi-Grained Multimodal Interaction Network for Sentiment Analysis
Speaker-Adaptive Lipreading via Spatio-Temporal Information Learning
Lipreading has been rapidly developed recently with the help of large-scale datasets and big models. Despite the significant progress …
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Speaker-Adaptive Lipreading via Spatio-Temporal Information Learning
Data-Free Watermark for Deep Neural Networks by Truncated Adversarial Distillation
Model watermarking secures ownership verification and copyright protection of deep neural networks. In the black-box scenario, …
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Data-Free Watermark for Deep Neural Networks by Truncated Adversarial Distillation