3 papers
cs.LG2026
Test Case Prioritization for DNNs via Neural Collapse Instability
Chunyu Liu, Mingyuan Li, Yang Li +4
With the widespread deployment of deep neural networks (DNNs) in safety-critical domains, reducing the cost of model validation under limited testing budgets has become increasingl…
cs.CL2025
AJF: Adaptive Jailbreak Framework Based on the Comprehension Ability of Black-Box Large Language Models
Mingyu Yu, Wei Wang, Yanjie Wei +3
Recent advancements in adversarial jailbreak attacks have exposed critical vulnerabilities in Large Language Models (LLMs), enabling the circumvention of alignment safeguards throu…
cs.SD2024
Audio-Guided Fusion Techniques for Multimodal Emotion Analysis
Pujin Shi, Fei Gao
In this paper, we propose a solution for the semi-supervised learning track (MER-SEMI) in MER2024. First, in order to enhance the performance of the feature extractor on sentiment…