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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
Two Birds with One Stone: Unified Model Learning for Both Recall and Ranking in News Recommendation
ACL 2022
Cache-Augmented Inbatch Importance Resampling for Training Recommender Retriever
NIPS 2022
HCFRec: Hash Collaborative Filtering via Normalized Flow with Structural Consensus for Efficient Recommendation
IJCAI 2022
Self-supervised Graph Neural Networks for Multi-behavior Recommendation
IJCAI 2022
Learning Personalized Item-to-Item Recommendation Metric via Implicit Feedback
AISTATS 2022
Incorporating Bias-aware Margins into Contrastive Loss for Collaborative Filtering
NIPS 2022
In the Eye of the Beholder: Robust Prediction with Causal User Modeling
NIPS 2022
PAC Top-$k$ Identification under SST in Limited Rounds
AISTATS 2022
Off-Policy Evaluation for Large Action Spaces via Embeddings
ICML 2022
The Minority Matters: A Diversity-Promoting Collaborative Metric Learning Algorithm
NIPS 2022
Fourier Learning with Cyclical Data
ICML 2022
MLP4Rec: A Pure MLP Architecture for Sequential Recommendations
IJCAI 2022
FPAdaMetric: False-Positive-Aware Adaptive Metric Learning for Session-Based Recommendation
AAAI 2022
Trading Hard Negatives and True Negatives: A Debiased Contrastive Collaborative Filtering Approach
IJCAI 2022
On the Generalizability and Predictability of Recommender Systems
NIPS 2022
Modeling Attrition in Recommender Systems with Departing Bandits
AAAI 2022
RecipeRec: A Heterogeneous Graph Learning Model for Recipe Recommendation
IJCAI 2022
Aligning Recommendation and Conversation via Dual Imitation
EMNLP 2022
RecInDial: A Unified Framework for Conversational Recommendation with Pretrained Language Models
AACL 2022
Revisiting Injective Attacks on Recommender Systems
NIPS 2022
Doctor Recommendation in Online Health Forums via Expertise Learning
ACL 2022
Tencent-MVSE: A Large-Scale Benchmark Dataset for Multi-Modal Video Similarity Evaluation
CVPR 2022
“Does it come in black?” CLIP-like models are zero-shot recommenders
ACL 2022
MTRec: Multi-Task Learning over BERT for News Recommendation
ACL 2022
Tiny-NewsRec: Effective and Efficient PLM-based News Recommendation
EMNLP 2022
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