Advanced Persistent Threats (APTs) pose significant challenges to endpoint intrusion detection systems (IDSs) because their traffic often exhibits long-tail distributions, temporal evolution, boundary ambiguity, and concept drift. Endpoint deployment further suffers from scarce labeled samples and limited computational...
Fa-Qi Zhao, Zhao-Xuan Li, Wen-Hao Li et al.· IEEE Transactions on Informa...· 0 citations
This work presents a drop-in KEM-based user-authentication method for SSH that replaces client public-key signatures with a session-bound challenge-response proof, and shows that KEM-based authentication is competitive with compact signature-based authentication under representative network settings, while reducing med...
Hong-Bo Liu, Yufan Su, Jia-Ao Ge et al.· 0 citations
It is revealed that Bit-Flip Attacks (BFAs) can serve as an attack vector for inducing decision-level hijacking, requiring no real-time interaction or control over the training process, and only a minimal number of weight bits need to be flipped after deployment to achieve stealthy, low-cost, and persistent cognitive m...
Yu Yan, Jia-Hao Chen, Si-Qi Lu et al.· arXiv.org· 0 citations
Scratchy is presented, a visual-scratchpad approach that exposes proof-theoretic dependencies for multimodal generation in large language models and suggests that explicit proof structure can make the improvement and multimodal proof-state representation as a promising direction for computer-aided cryptography.
KEMTLCP is proposed, a post-quantum secure variant of TLCP that leverages key encapsulation mechanisms (KEMs) for both key exchange and authentication while preserving TLCP’s architectural principles through a novel explicit authentication mechanism.
Hongbo Liu, Jingnan He, Jia-ao Ge et al.· Cybersecurity· 0 citations
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