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Recommender Systems

313 directly classified papers

Papers per year

Papers

Lightweight Yet Fine-Grained: A Graph Capsule Convolutional Network with Subspace Alignment for Shared-Account Sequential Recommendation AAAI 2025
Rethinking Byzantine Robustness in Federated Recommendation from Sparse Aggregation Perspective AAAI 2025
Integrating Personalized Spatio-Temporal Clustering for Next POI Recommendation AAAI 2025
Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization EMNLP 2025
Multi-Conditional Ranking with Large Language Models NAACL 2025
CLLMRec: Contrastive Learning with LLMs-based View Augmentation for Sequential Recommendation IJCAI 2025
Spatial-Temporal Knowledge Distillation for Takeaway Recommendation AAAI 2025
Preliminary Evaluation of the Test-Time Training Layers in Recommendation System (Student Abstract) AAAI 2025
MotiR: Motivation-aware Retrieval for Long-Tail Recommendation ACL 2025
Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems EMNLP 2025
Improving AI assistants embedded in short e-learning courses with limited textual content ACL 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
The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit ACL 2025
Where and When: Predict Next POI and Its Explicit Timestamp in Sequential Recommendation IJCAI 2025
BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation AAAI 2025
Variational Graph Auto-Encoder Driven Graph Enhancement for Sequential Recommendation IJCAI 2025
Do Mentioned Items Truly Matter? Enhancing Conversational Recommender Systems with Causal Intervention and Large Language Models IJCAI 2025
ACL-rlg: A Dataset for Reading List Generation COLING 2025
RecStream: Graph-aware Stream Management for Concurrent Recommendation Model Online Serving COLING 2025
Sam’s Fans at the Crypto Trading Challenge Task: A Threshold-Based Decision Approach Based on FinMem Framework COLING 2025
Bites of Tomorrow: Personalized Recommendations for a Healthier and Greener Plate AAAI 2025
Preference Identification by Interaction Overlap for Bundle Recommendation IJCAI 2025
Auto Encoding Neural Process for Multi-interest Recommendation AAAI 2025
MENTOR: Multi-level Self-supervised Learning for Multimodal Recommendation AAAI 2025