From the 1 of 4 linked papers with an AI index.
4 papers
Policy-Conditioned Constrained Decoding for Column-Level Access Control in Text-to-SQL
Ryoto Miyamoto, Xin Fan, Hayato Yamana
The paper introduces PCC‑SQL, a constrained decoding method that enforces column‑level access policies during text‑to‑SQL generation by masking decoder logits, guaranteeing no poli…
OpenLVLM-MIA: A Controlled Benchmark Revealing the Limits of Membership Inference Attacks on Large Vision-Language Models
Ryoto Miyamoto, Xin Fan, Fuyuko Kido +2
OpenLVLM-MIA is a new benchmark that highlights fundamental challenges in evaluating membership inference attacks (MIA) against large vision-language models (LVLMs). While prior wo…
Light distillation for Incremental Graph Convolution Collaborative Filtering
X Fan, F Mo, C Chen +1
Recommender systems presently utilize vast amounts of data and play a pivotal role in enhancing user experiences. Graph Convolution Networks (GCNs) have surfaced as highly efficien…
Personalized Fashion Recommendation with Image Attributes and Aesthetics Assessment
Chongxian Chen, Fan Mo, Xin Fan +1
Personalized fashion recommendation is a difficult task because 1) the decisions are highly correlated with users' aesthetic appetite, which previous work frequently overlooks, and…