3 papers
cs.AI2026
Query-Aware Source-Risk Triage for Retrieval-Augmented Generation
Kainan Zhou, Gangzhen Qian, Chuhong Xu +1
Retrieval-augmented generation (RAG) pipelines may omit a source's material relationship to the query. We study a pre-generation triage layer that treats this relationship as query…
cs.AI2026
IBBench-Light: A Paired Evaluation of Task-Conditioned Responses to External Directives
Kainan Zhou, Gangzhen Qian, Zhaoyi Li +1
An external record may contain a procedure to apply or text to read, depending on the user's request. IBBench-Light tests both uses against the same record. Twelve semantic bases y…
cs.LG2026
Protocol effects on feature-based hardware-Trojan detection across Trust-Hub families
Hang Xiao, Chuhong Xu, Kainan Zhou +2
Trust-Hub reuses host circuits: several files differ mainly in the inserted Trojan. When gates from sibling variants enter both training and test folds, a detector can benefit from…