| SGCL: Unifying Self-Supervised and Supervised Learning for Graph Recommendation | Jul 17, 2025 | Collaborative FilteringContrastive Learning | —Unverified | 0 |
| NLGCL: Naturally Existing Neighbor Layers Graph Contrastive Learning for Recommendation | Jul 10, 2025 | Collaborative FilteringContrastive Learning | CodeCode Available | 1 |
| From ID-based to ID-free: Rethinking ID Effectiveness in Multimodal Collaborative Filtering Recommendation | Jul 8, 2025 | Collaborative FilteringContrastive Learning | CodeCode Available | 0 |
| RAG-VisualRec: An Open Resource for Vision- and Text-Enhanced Retrieval-Augmented Generation in Recommendation | Jun 25, 2025 | Collaborative FilteringData Augmentation | CodeCode Available | 0 |
| LLM2Rec: Large Language Models Are Powerful Embedding Models for Sequential Recommendation | Jun 16, 2025 | Collaborative FilteringSequential Recommendation | CodeCode Available | 2 |
| CORONA: A Coarse-to-Fine Framework for Graph-based Recommendation with Large Language Models | Jun 14, 2025 | Collaborative FilteringRecommendation Systems | —Unverified | 0 |
| Dual-View Disentangled Multi-Intent Learning for Enhanced Collaborative Filtering | Jun 13, 2025 | Collaborative FilteringDisentanglement | CodeCode Available | 0 |
| Discrete Scale-invariant Metric Learning for Efficient Collaborative Filtering | Jun 11, 2025 | Collaborative FilteringMetric Learning | CodeCode Available | 0 |
| Bridging the Gap Between Semantic and User Preference Spaces for Multi-modal Music Representation Learning | May 29, 2025 | Collaborative FilteringContrastive Learning | —Unverified | 0 |
| Light distillation for Incremental Graph Convolution Collaborative Filtering | May 26, 2025 | Collaborative FilteringKnowledge Distillation | —Unverified | 0 |
