Rethinking Contrastive Learning for Graph Collaborative Filtering: Limitations and a Simple Remedy
Geon Lee · Sunwoo Kim · Kyungho Kim · Kijung Shin
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Geon Lee · Sunwoo Kim · Kyungho Kim · Kijung Shin
Juyeon Kim · Geon Lee · Dongwon Choi · Taeuk Kim · Kijung Shin
Retrieval over visually rich documents is essential for tasks such as legal discovery, scientific search, and enterprise knowledge management. Existing approaches fall into two paradigms: single-vector retrieval, which is efficient but coarse, and multi-vector retrieval, which is accurate but com...
Sunwoo Kim · Geon Lee · Kyungho Kim · Jaemin Yoo · Kijung Shin
Recently, large language models (LLMs) have been widely used as recommender systems, owing to their reasoning capability and effectiveness in handling cold-start items. A common approach prompts an LLM with a target user's purchase history to recommend items from a candidate set, often enhanced w...
Geon Lee · Fanchen Bu · Soo Yong Lee · Sunwoo Kim · Kijung Shin
Sunwoo Kim · Geon Lee · Kyungho Kim · Liam Collins · Neil Shah · Kijung Shin