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Shengmin Xu

3 accepted papers

2026

JALMBench: Benchmarking Jailbreak Vulnerabilities in Audio Language Models

ICLR 2026poster

Large Audio Language Models (LALMs) integrate the audio modality directly into the model, rather than converting speech into text and inputting text to Large Language Models (LLMs). While jailbreak attacks on LLMs have been extensively studied, the security of LALMs with audio modalities remains lar…

Cited by 0SourcecodeScholar
2025

Mind the Cost of Scaffold! Benign Clients May Even Become Accomplices of Backdoor Attack

ICCV 2025poster

By using a control variate to calibrate the local gradient of each client, Scaffold has been widely known as a powerful solution to mitigate the impact of data heterogeneity in Federated Learning. Although Scaffold achieves significant performance improvements, we show that this superiority is at th…

Cited by 0SourcePDFScholar
2021

Privacy-Preserving Optimal Insulin Dosing Decision

ICASSP 2021accepted

Precision diagnosis and treatment are blending outcomes of machine learning and the Internet of Medical Things (IoMT). In the diabetes treatment, a medical center acts as a medical service provider (MSP) with patients data from IoMT devices. The MSP calculates the accurate dosage by importing the he…

Cited by 0SourceScholar