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Recommender Systems
1012 directly classified papers
Papers per year
2006: 2
2007: 4
2008: 6
2009: 5
2010: 9
2011: 11
2012: 15
2013: 13
2014: 25
2015: 15
2016: 33
2017: 42
2018: 53
2019: 110
2020: 98
2021: 104
2022: 86
2023: 105
2024: 112
2025: 156
2026: 8
Papers
Towards Unbiased Information Extraction and Adaptation in Cross-Domain Recommendation
AAAI 2025
Sim4Rec: Data-Free Model Extraction Attack on Sequential Recommendation
AAAI 2025
STAIR: Manipulating Collaborative and Multimodal Information for E-Commerce Recommendation
AAAI 2025
Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems
EMNLP 2025
Domain-Level Disentanglement Framework Based on Information Enhancement for Cross-Domain Cold-Start Recommendation
AAAI 2025
One for Dozens: Adaptive REcommendation for All Domains with Counterfactual Augmentation
AAAI 2025
PersonaX: A Recommendation Agent-Oriented User Modeling Framework for Long Behavior Sequence
ACL 2025
AGRec: Adapting Autoregressive Decoders with Graph Reasoning for LLM-based Sequential Recommendation
ACL 2025
Enhancing ID and Text Fusion via Alternative Training in Session-based Recommendation
IJCNLP 2025
Item-Language Model: Improving Large Language Model for Recommendation via Item-Language Representation Learning
IJCNLP 2025
Enhancing Investment Opinion Ranking through Argument-Based Sentiment Analysis
IJCNLP 2025
Rethinking Large Language Model Architectures for Sequential Recommendations
IJCNLP 2025
Multi-Modal Recommendation Unlearning for Legal, Licensing, and Modality Constraints
AAAI 2025
BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation
AAAI 2025
Mind the Dialect: NLP Advancements Uncover Fairness Disparities for Arabic Users in Recommendation Systems
EMNLP 2025
Developing Generative Recommender Systems for Government Subsidy Pro-Grams with a New RQ-VAE Model: Wello & the Korean Government Case
AAAI 2025
Customizing In-context Learning for Dynamic Interest Adaption in LLM-based Recommendation
ACL 2025
ConFit v2: Improving Resume-Job Matching using Hypothetical Resume Embedding and Runner-Up Hard-Negative Mining
ACL 2025
KARRIEREWEGE: A large scale Career Path Prediction Dataset
COLING 2025
Effects of Publicity and Complexity in Reader Polarization
NAACL 2025
Towards Personalized Conversational Sales Agents: Contextual User Profiling for Strategic Action
EMNLP 2025
RecStream: Graph-aware Stream Management for Concurrent Recommendation Model Online Serving
COLING 2025
CreditLLM: Constructing Financial AI Assistant for Credit Products using Financial LLM and Few Data
COLING 2025
Generating Financial News Articles from Factors of Stock Price Rise / Decline by LLMs
COLING 2025
GPL4SRec: Graph Multi-Level Aware Prompt Learning for Streaming Recommendation
IJCAI 2025
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