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…
hep-ph2026
Fully-heavy multiquarks in neural-network quantum states
Wen-min Li, Zhenyu Zhang, Qian Wang
Exotic hadrons beyond the conventional quark model provide a direct window into the dynamics of strong interaction. However, extracting the multiquark spectroscopy has to face the…
cs.CL2026
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…