Title
Practitioners Versus Users: A Value-Sensitive Evaluation of Current Industrial Recommender System Design Zhilong Chen J. Piao Xiaochong Lan Hancheng Cao Chen Gao Zhicong Lu Yong Li 25 9 0 08 Aug 2022
Exploration with Model Uncertainty at Extreme Scale in Real-Time Bidding Jan Hartman Davorin Kopic 8 2 0 03 Aug 2022
BERT4Loc: BERT for Location -- POI Recommender System Syed Raza Bashir Shaina Raza Vojislav B. Mišić 11 10 0 02 Aug 2022
JDRec: Practical Actor-Critic Framework for Online Combinatorial Recommender System Xin Zhao Zhiwei Fang Yuchen Guo Jie He Wenlong Chen Changping Peng 19 0 0 27 Jul 2022
Analysis and Optimization of GNN-Based Recommender Systems on Persistent Memory Yuwei Hu Jiajie Li Zhongming Yu Zhiru Zhang GNN 39 0 0 25 Jul 2022
RIBBON: Cost-Effective and QoS-Aware Deep Learning Model Inference using a Diverse Pool of Cloud Computing Instances Baolin Li Rohan Basu Roy Tirthak Patel V. Gadepally K. Gettings Devesh Tiwari 27 25 0 23 Jul 2022
Knowledge-enhanced Black-box Attacks for Recommendations Jingfan Chen Wenqi Fan Guanghui Zhu Xiangyu Zhao C. Yuan Qing Li Y. Huang MLAU AAML 32 50 0 21 Jul 2022
NASRec: Weight Sharing Neural Architecture Search for Recommender Systems Tunhou Zhang Dehua Cheng Yuchen He Zhengxing Chen Xiaoliang Dai Liang Xiong Feng Yan H. Li Yiran Chen W. Wen 22 16 0 14 Jul 2022
Everyone's Preference Changes Differently: Weighted Multi-Interest Retrieval Model Hui Shi Yupeng Gu Yitong Zhou Bo Zhao Sicun Gao Jishen Zhao 13 9 0 14 Jul 2022
The Impact of Feature Quantity on Recommendation Algorithm Performance: A Movielens-100K Case Study Lukas Wegmeth 12 2 0 13 Jul 2022
Wide & Deep Learning for Judging Student Performance in Online One-on-one Math Classes Jiahao Chen Zitao Liu Weiqing Luo 14 3 0 13 Jul 2022
Device-Cloud Collaborative Recommendation via Meta Controller Jiangchao Yao Feng Wang Xichen Ding Shaohu Chen Bo Han Jingren Zhou Hongxia Yang 28 17 0 07 Jul 2022
Learning to Rank with Small Set of Ground Truth Data Jiashu Wu 11 1 0 04 Jul 2022
GOF-TTE: Generative Online Federated Learning Framework for Travel Time Estimation Zhiwen Zhang Hongjun Wang Jiyuan Chen Z. Fan Xuan Song Ryosuke Shibasaki FedML AI4TS 25 10 0 02 Jul 2022
Detecting Arbitrary Order Beneficial Feature Interactions for Recommender Systems Yixin Su Yunxiang Zhao S. Erfani Junhao Gan Rui Zhang 55 24 0 28 Jun 2022
Cooperative Retriever and Ranker in Deep Recommenders Xunpeng Huang Defu Lian Jin Chen Liu Zheng Xing Xie Enhong Chen VLM AI4TS 27 11 0 28 Jun 2022
Meta-Wrapper: Differentiable Wrapping Operator for User Interest Selection in CTR Prediction Tianwei Cao Qianqian Xu Zhiyong Yang Qingming Huang 28 6 0 28 Jun 2022
LightFR: Lightweight Federated Recommendation with Privacy-preserving Matrix Factorization Honglei Zhang Fangyuan Luo Jun Wu Xiangnan He Yidong Li 14 76 0 23 Jun 2022
Toward An Optimal Selection of Dialogue Strategies: A Target-Driven Approach for Intelligent Outbound Robots Ruifeng Qian Shijie Li Mengjiao Bao Huan Chen Yu Che 20 2 0 22 Jun 2022
PHN: Parallel heterogeneous network with soft gating for CTR prediction Ri-Qi Su Alphonse Houssou Hounye Cong Cao Muzhou Hou 13 1 0 18 Jun 2022
Boosting Factorization Machines via Saliency-Guided Mixup Chenwang Wu Defu Lian Yong Ge Min Zhou Enhong Chen Dacheng Tao 11 4 0 17 Jun 2022
BlindFL: Vertical Federated Machine Learning without Peeking into Your Data Fangcheng Fu Huanran Xue Yong Cheng Yangyu Tao Bin Cui FedML 16 59 0 16 Jun 2022
SPENDER: A Platform for Secure and Privacy-Preserving Decentralized P2P E-Commerce Shuhao Zheng Junliang Luo Erqun Dong Can Chen Xue Liu 9 5 0 15 Jun 2022
Learning Enhanced Representations for Tabular Data via Neighborhood Propagation Kounianhua Du Weinan Zhang Ruiwen Zhou Yangkun Wang Xilong Zhao Jiarui Jin Quan Gan Zheng-Wei Zhang David Wipf AI4TS 18 9 0 14 Jun 2022
Comprehensive Fair Meta-learned Recommender System Tianxin Wei Jingrui He FedML FaML OffRL 19 38 0 09 Jun 2022
FEL: High Capacity Learning for Recommendation and Ranking via Federated Ensemble Learning Meisam Hejazinia Dzmitry Huba Ilias Leontiadis Kiwan Maeng Mani Malek Luca Melis Ilya Mironov Milad Nasr Kaikai Wang Carole-Jean Wu FedML 9 5 0 07 Jun 2022
DeeprETA: An ETA Post-processing System at Scale Xinyu Hu Tanmay Binaykiya Eric C. Frank Olcay Cirit 20 12 0 05 Jun 2022
Infinite Recommendation Networks: A Data-Centric Approach Noveen Sachdeva Mehak Preet Dhaliwal Carole-Jean Wu Julian McAuley DD 31 28 0 03 Jun 2022
Good Intentions: Adaptive Parameter Management via Intent Signaling Alexander Renz-Wieland Andreas Kieslinger R. Gericke Rainer Gemulla Zoi Kaoudi Volker Markl 12 1 0 01 Jun 2022
MACE: An Efficient Model-Agnostic Framework for Counterfactual Explanation Wenzhuo Yang Jia Li Caiming Xiong S. Hoi CML 23 13 0 31 May 2022
Towards Fair Federated Recommendation Learning: Characterizing the Inter-Dependence of System and Data Heterogeneity Kiwan Maeng Haiyu Lu Luca Melis John Nguyen Michael G. Rabbat Carole-Jean Wu FedML 29 31 0 30 May 2022
Constrained Reinforcement Learning for Short Video Recommendation Qingpeng Cai Ruohan Zhan Chi Zhang Jie Zheng Guangwei Ding Pinghua Gong Dong Zheng Peng Jiang 20 6 0 26 May 2022
Differentially Private AUC Computation in Vertical Federated Learning Jiankai Sun Xin Yang Yuanshun Yao Junyuan Xie Di Wu Chong-Jun Wang FedML 48 5 0 24 May 2022
Sampling Is All You Need on Modeling Long-Term User Behaviors for CTR Prediction Yue Cao Xiaojiang Zhou Jiaqi Feng Peihao Huang Yao Xiao Dayao Chen Sheng Chen 82 39 0 20 May 2022
Posterior Probability Matters: Doubly-Adaptive Calibration for Neural Predictions in Online Advertising Penghui Wei Weimin Zhang Ruijie Hou Jinquan Liu Shaoguo Liu Liang Wang Bo Zheng 37 9 0 15 May 2022
Integrating User and Item Reviews in Deep Cooperative Neural Networks for Movie Recommendation Aristeidis Karras Christos N. Karras HAI 9 7 0 12 May 2022
Positive, Negative and Neutral: Modeling Implicit Feedback in Session-based News Recommendation Shansan Gong Ke Zhu 9 34 0 12 May 2022
PTFlash : A deep learning framework for isothermal two-phase equilibrium calculations J. Qu T. Faney J. D. Hemptinne Soleiman Yousef Patrick Gallinari 8 0 0 06 May 2022
Hybrid CNN Based Attention with Category Prior for User Image Behavior Modeling Xin Chen Qingtao Tang Ke Hu Yue Xu Shi Qiu Jia Cheng Jun Lei 23 4 0 05 May 2022
Multi-Graph based Multi-Scenario Recommendation in Large-scale Online Video Services Fan Zhang Qiuying Peng Yu-Liang Wu Zheng Pan Rong Zeng David Lin Ye Qi 13 6 0 05 May 2022
Machine Learning based Framework for Robust Price-Sensitivity Estimation with Application to Airline Pricing Ravi Kumar Shahin Boluki Karl Isler Jonas Rauch Darius Walczak OOD 17 1 0 04 May 2022
AutoLossGen: Automatic Loss Function Generation for Recommender Systems Zelong Li Jianchao Ji Yingqiang Ge Yongfeng Zhang OffRL 22 24 0 27 Apr 2022
Cross Pairwise Ranking for Unbiased Item Recommendation Qi Wan Xiangnan He Xiang Wang Jiancan Wu Wei Guo Ruiming Tang CML 21 36 0 26 Apr 2022
User-Centric Conversational Recommendation with Multi-Aspect User Modeling Shuokai Li Ruobing Xie Yongchun Zhu Xiang Ao Fuzhen Zhuang Qing He 39 50 0 20 Apr 2022
AutoField: Automating Feature Selection in Deep Recommender Systems Yejing Wang Xiang Zhao Tong Bill Xu Xianren Wu 18 65 0 19 Apr 2022
CowClip: Reducing CTR Prediction Model Training Time from 12 hours to 10 minutes on 1 GPU Zangwei Zheng Peng Xu Xuan Zou Da Tang Zhen Li ... Xiangzhuo Ding Fuzhao Xue Ziheng Qing Youlong Cheng Yang You VLM 37 7 0 13 Apr 2022
PICASSO: Unleashing the Potential of GPU-centric Training for Wide-and-deep Recommender Systems Yuanxing Zhang Langshi Chen Siran Yang Man Yuan Hui-juan Yi ... Yong Li Dingyang Zhang Wei Lin Lin Qu Bo Zheng 27 32 0 11 Apr 2022
Explicit Feature Interaction-aware Graph Neural Networks Minkyu Kim Hyunseung Choi Jinho Kim GNN 22 6 0 07 Apr 2022
A Dynamic Meta-Learning Model for Time-Sensitive Cold-Start Recommendations K. Neupane Ervine Zheng Yu Kong Qi Yu 16 15 0 03 Apr 2022
i-Razor: A Differentiable Neural Input Razor for Feature Selection and Dimension Search in DNN-Based Recommender Systems Yao Yao B. Liu Haoxun He Dakui Sheng Ke Wang Li Xiao Huanhuan Cao 11 1 0 01 Apr 2022