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State Key Laboratory of Novel Software Technology
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ARIA can achieve a staggering 94.5% success rate in implanting covert backdoors in customized LLMs while ensuring high task performance.
Dualin achieves state-of-the-art image fidelity by simultaneously recovering semantic prompts and latent noise, overcoming the limitations of traditional prompt inversion methods.
Insecure coding preferences in LLM long-term memory can elevate vulnerability rates by over 50%, posing a critical security risk in code generation.
Code dataset watermarking gets a stealthy upgrade: PuzzleMark hides watermarks in variable names based on code complexity, making them nearly undetectable while guaranteeing perfect verification.
