6 citations · 7 across the 4 of their papers we have counts for
4 papers
The Differential Reasoning Router: Operationalizing Cost-Aware LLM Annotation in E-commerce
Cheng Lyu, Jingyue Zhang, Vinny DeGenova +2
Large Language Models (LLMs) are increasingly used to annotate structured product data in e-commerce, but early deployment often begins as a cold-start problem: only limited pre-la…
From Pixels to Purchase: Building and Evaluating a Taxonomy-Decoupled Visual Search Engine for Home Goods E-commerce
Cheng Lyu, Jingyue Zhang, Ryan Maunu +3
Visual search is critical for e-commerce, especially in style-driven domains where user intent is subjective and open-ended. Existing industrial systems typically couple object det…
Discriminative Clustering with Relative Constraints
Yuanli Pei, Xiaoli Z. Fern, Rómer Rosales +1
We study the problem of clustering with relative constraints, where each constraint specifies relative similarities among instances. In particular, each constraint $(x_i, x_j, x_k)…
Active Metric Learning from Relative Comparisons
Sicheng Xiong, Rómer Rosales, Yuanli Pei +1
This work focuses on active learning of distance metrics from relative comparison information. A relative comparison specifies, for a data point triplet , that insta…