9 citations · 16 across the 32 of their papers we have counts for
36 papers
Visible but Not Avoided: State-Dependent Re-Proposal of Rejected Candidates in Catalog-Based LLM Optimization Loops
Jianlin Chen, Wenhui Chen, Chi Man Vong
LLM optimization loops often show the proposer the candidates it has already tried and rejected, but leave it to the proposer to avoid them. We ask whether avoidance measured in a…
SatFix: Absolute Visual Localization of UAVs in Satellite Maps from a Single Oblique Image
Jiarui Zeng, Kun Shi, Chiman Vong +1
We study absolute metric UAV localization within a provided geo-referenced satellite region, recovering continuous map position and viewing heading from a single oblique image or a…
CrACK: Adversarial Attacks on Cross-Model Consistency in Collaborative Vision Foundation Models
Feifei Liu, Jintao Cheng, Chi Man Vong +1
Training-free collaborative pipelines that integrate Vision Foundation Models such as CLIP, SAM, and DINO achieve strong open-vocabulary dense prediction and are increasingly deplo…
Self-Cleaning and Captured Anyway: One Measured Primitive for Error in a Store an Agent Writes to Itself, and What a Falling Score Actually Measures
Wenhui Chen, Jianlin Chen, Ziyao Lin +1
"An agent that writes its conclusions into a store it later retrieves from closes a loop usually reported as one-way contamination. Taking the loop to the infinite-tenure limit aga…
The Architect, the Adversary, and the Judge: Closed-Loop Generation of Standards-Aligned Assessment Items at Scale
Wenhui Chen, Ziyao Lin, Jianlin Chen +2
We present CLAIM, a production pipeline for K-12 assessment-item generation coupling a two-stage generate-then-attack protocol (the model drafts as a "curriculum architect", then r…
A Judge Should Know What Changed:Construct Validity for LLM-as-a-Judge Evaluation
Jianlin Chen, Wenhui Chen, Ziyao Lin +1
LLM-as-a-judge evaluation is usually assessed by agreement and robustness to surface perturbations, but reliability does not establish construct validity. We formalize construct va…