Recommender Systems

Learning to Recommend from Sparse Data via Generative User Feedback AAAI 2021 Leveraging Bidding Graphs for Advertiser-Aware Relevance Modeling in Sponsored Search EMNLP 2021 Neural News Recommendation with Collaborative News Encoding and Structural User Encoding EMNLP 2021 PENS: A Dataset and Generic Framework for Personalized News Headline Generation ACL 2021 PP-Rec: News Recommendation with Personalized User Interest and Time-aware News Popularity ACL 2021 Preventing Overfitting via Sample Reweighting for Recommender System Incremental Update (Student Abstract) AAAI 2021 Reinforcement Learning-based Product Delivery Frequency Control AAAI 2021 Reinforcement Learning with a Disentangled Universal Value Function for Item Recommendation AAAI 2021 SiameseXML: Siamese Networks meet Extreme Classifiers with 100M Labels ICML 2021 Skills2Job: A Recommender System that Encodes Job Offer Embeddings on Graph Databases (Student Abstract) AAAI 2021 Thompson Sampling Algorithms for Cascading Bandits JMLR 2021 Towards Open-World Recommendation: An Inductive Model-based Collaborative Filtering Approach ICML 2021 Tripartite Collaborative Filtering with Observability and Selection for Debiasing Rating Estimation on Missing-Not-at-Random Data AAAI 2021 U-BERT: Pre-training User Representations for Improved Recommendation AAAI 2021 Uni-FedRec: A Unified Privacy-Preserving News Recommendation Framework for Model Training and Online Serving EMNLP 2021 User Retention: A Causal Approach with Triple Task Modeling IJCAI 2021 Aspect-Aware Multimodal Summarization for Chinese E-Commerce Products AAAI 2020 Asymmetrical Hierarchical Networks with Attentive Interactions for Interpretable Review-Based Recommendation AAAI 2020 Attention-Guide Walk Model in Heterogeneous Information Network for Multi-Style Recommendation Explanation AAAI 2020 Attention-over-Attention Field-Aware Factorization Machine AAAI 2020 BERT-Based Neural Collaborative Filtering and Fixed-Length Contiguous Tokens Explanation AACL 2020 Competence-Level Prediction and Resume & Job Description Matching Using Context-Aware Transformer Models EMNLP 2020 Content Provider Dynamics and Coordination in Recommendation Ecosystems NeurIPS 2020 Covariance-adapting algorithm for semi-bandits with application to sparse outcomes COLT 2020 Deep Ranking for Style-Aware Room Recommendations (Student Abstract) AAAI 2020