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20242026
most citedPEFTGuard: Detecting Backdoor Attacks Against Parameter-Efficient Fine-Tuning

10 citations · 23 across the 24 of their papers we have counts for

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14 papers · 1 filter

cs.CR2026

A Watermark for Vision-Language-Action and World Action Models

Yule Liu, Shuai Liu, Jiaheng Wei +1

Vision-language-action (VLA) models and world-action models (WAM) are the generative models now driving general-purpose robot control, turning raw camera input directly into motor…

cs.CR2026

What Your Posts Reveal: A Benchmark and Agentic Framework for User-Level Privacy Leakage on Social Media

Zifan Peng, Yini Huang, Aiwen Lu +7

Public social media posts can reveal private information through weak cues scattered across text, images, or metadata. Such leakage is often cumulative and cross-post: cues that ap…

cs.CR2026

Escaping the Linearity Trap: Manifold Detours for Black-Box Adversarial Attacks on Singing Audio Deepfake Detection

Yifan Liao, Yule Liu, Zhen Sun +5

Recent Singing Voice Synthesis (SVS) advances enable highly realistic but potentially malicious AI covers, making singing voice deepfake detection (SVDD) crucial. Self-Supervised L…

cs.CR2026

On the Generation and Mitigation of Harmful Geometry in Image-to-3D Models

Yule Liu, Yilong Yang, Jiale Teng +11

Recent advances in image-to-3D models have significantly improved the fidelity and accessibility of 3D content creation. Such a powerful reconstruction capability that enables crea…

cs.CR2026

Stego Battlefield: Evaluating Image Steganography Attacks and Steganalysis Defenses

Zhen Sun, Zongmin Zhang, Leyi Sheng +7

Image steganography is widely used to protect user privacy and enable covert communication. However, it can also be abused by the adversary as a covert channel to bypass content mo…

cs.CR2025

"To Survive, I Must Defect": Jailbreaking LLMs via the Game-Theory Scenarios

Zhen Sun, Zongmin Zhang, Deqi Liang +8

As LLMs become more common, non-expert users can pose risks, prompting extensive research into jailbreak attacks. However, most existing black-box jailbreak attacks rely on hand-cr…