collaborators

5 papers

cs.AI2026

Claim-Gated Source-Risk Auditing for Generative Search

Kainan Zhou, Chuhong Xu, Gangzhen Qian +1

A generative search answer can cite a supported passage yet omit a source relationship that changes its interpretation. We specify a claim-gated audit of the query-source-answer tu…

cs.CR2026

Trust, but Validate the Instrument: Auditing AI-Generated RTL Verification Plans on Authored Security-Regression Proxies

Hang Xiao, Chuhong Xu, Kainan Zhou +2

AI-generated RTL verification plans can satisfy a provider schema yet fail at the boundary to trusted execution. We present SecTB-RTL, an auditable framework covering 31 tasks and…

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…