@inproceedings{ding2026ai,
 author = {Ding, Junchen and Dong, Jialiang and Zhu, Yichen and Liu, Yi and Deng, Gelei and Susilo, Willy and Ma, Siqi and Li, Yuekang},
 booktitle = {8th International Workshop on Security in Machine Learning and its Applications (SiMLA)},
 organization = {Springer},
 title = {AI Slop and Hallucinations in Vulnerability Assessment: A Survey on Reasoning Failures and Trustworthy Mitigation},
 year = {2026}
}