collaborative filtering

298 papers

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Also known as

CCF CF

Co-occurring keywords

recommender system (529) matrix factorization (529) recommendation system (292) matrix completion (356) graph neural network (3945) representation learning (6174) large language model (12755) user modeling (134) user preference (114) online learning (1770)

Papers

Revisiting Contrastive Learning in Collaborative Filtering via Parallel Graph Filters AAAI 2026

Align³GR: Unified Multi-Level Alignment for LLM-based Generative Recommendation AAAI 2026

Adaptive Diffusion-based Augmentation for Recommendation AAAI 2026

SGMT: Social Generating with Multiview-Guided Tuning In Recommender Systems AAAI 2026

MusicRec: Multi-modal Semantic-Enhanced Identifier with Collaborative Signals for Generative Recommendation AAAI 2026

LLM Collaborative Filtering: User-Item Graph as New Language AAAI 2026

Think Wise, Collaborate Effectively: A Rationale-Aware LLM-Based Recommender with Reinforcement Learning from Collaborative Signals AAAI 2026

Towards S²-Challenges Underlying LLM-Based Augmentation for Personalized News Recommendation AAAI 2025

CoRA: Collaborative Information Perception by Large Language Model’s Weights for Recommendation AAAI 2025

MENTOR: Multi-level Self-supervised Learning for Multimodal Recommendation AAAI 2025

MotiR: Motivation-aware Retrieval for Long-Tail Recommendation ACL 2025

Perturbation-driven Dual Auxiliary Contrastive Learning for Collaborative Filtering Recommendation COLING 2025

STAIR: Manipulating Collaborative and Multimodal Information for E-Commerce Recommendation AAAI 2025

SVD-GCL: A Noise-Augmented Hybrid Graph Contrastive Learning Framework for Recommendation COLING 2025

RecLM: Recommendation Instruction Tuning ACL 2025

Sub-Interest-Aware Representation Uniformity for Recommender System AAAI 2025

Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language Models AAAI 2025

GLoCIM: Global-view Long Chain Interest Modeling for news recommendation COLING 2025

CoPL: Collaborative Preference Learning for Personalizing LLMs EMNLP 2025

Semantic Enhanced Heterogeneous Hypergraph Network for Collaborative Filtering AAAI 2025

Bi-Tuning with Collaborative Information for Controllable LLM-based Sequential Recommendation ACL 2025

From Pairwise to Ranking: Climbing the Ladder to Ideal Collaborative Filtering with Pseudo-Ranking AAAI 2025

Spk2SRImgNet: Super-Resolve Dynamic Scene from Spike Stream via Motion Aligned Collaborative Filtering CVPR 2025

DR-VAE: Debiased and Representation-enhanced Variational Autoencoder for Collaborative Recommendation AAAI 2025

Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation ACL 2025