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Recommender Systems

315 papers

Papers per year

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Papers

HierDiffuse: Progressive Diffusion for Robust Interest Fusion in CTR Prediction EMNLP 2025
Scaling Down, Serving Fast: Compressing and Deploying Efficient LLMs for Recommendation Systems EMNLP 2025
LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation EMNLP 2025
DispatchQA: A Benchmark for Small Function Calling Language Models in E-Commerce Applications EMNLP 2025
ReAL: How Can LLMs Simulate the Real Teacher? Retrieval-enhanced Agent for Adaptive Learning EMNLP 2025
FaMTEB: Massive Text Embedding Benchmark in Persian Language EMNLP 2025
Supporting Online Discussions: Integrating AI Into the adhocracy+ Participation Platform To Enhance Deliberation EMNLP 2025
Preference Identification by Interaction Overlap for Bundle Recommendation IJCAI 2025
Variational Graph Auto-Encoder Driven Graph Enhancement for Sequential Recommendation IJCAI 2025
CLLMRec: Contrastive Learning with LLMs-based View Augmentation for Sequential Recommendation IJCAI 2025
Where and When: Predict Next POI and Its Explicit Timestamp in Sequential Recommendation IJCAI 2025
Cost-Effective On-Device Sequential Recommendation with Spiking Neural Networks IJCAI 2025
Do Mentioned Items Truly Matter? Enhancing Conversational Recommender Systems with Causal Intervention and Large Language Models IJCAI 2025
Multi-Conditional Ranking with Large Language Models NAACL 2025
Breaking Determinism: Fuzzy Modeling of Sequential Recommendation Using Discrete State Space Diffusion Model NIPS 2024
LLM-ESR: Large Language Models Enhancement for Long-tailed Sequential Recommendation NIPS 2024
Generalization Error Bounds for Two-stage Recommender Systems with Tree Structure NIPS 2024
Practical $0.385$-Approximation for Submodular Maximization Subject to a Cardinality Constraint NIPS 2024
Federated Graph Learning for Cross-Domain Recommendation NIPS 2024
Gaussian Process Bandits for Top-k Recommendations NIPS 2024
Graph-enhanced Optimizers for Structure-aware Recommendation Embedding Evolution NIPS 2024
Generalize for Future: Slow and Fast Trajectory Learning for CTR Prediction AAAI 2024
Imitation of Life: A Search Engine for Biologically Inspired Design AAAI 2024
Your Career Path Matters in Person-Job Fit AAAI 2024
LGMRec: Local and Global Graph Learning for Multimodal Recommendation AAAI 2024