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cs.CR2024
MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning
Jiliang Li, Yifan Zhang, Yu Huang +1
Recent growth and proliferation of malware have tested practitioners ability to promptly classify new samples according to malware families. In contrast to labor-intensive reverse…
cs.CR2024
LineBreaker: Finding Token-Inconsistency Bugs with Large Language Models
Hongbo Chen, Yifan Zhang, Xing Han +7
Token-inconsistency bugs (TIBs) involve the misuse of syntactically valid yet incorrect code tokens, such as misused variables and erroneous function invocations, which can often l…