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From Zero-Shot Learning to Cold-Start Recommendation

20 June 2019

Zi Huang

Papers citing "From Zero-Shot Learning to Cold-Start Recommendation"

44 / 44 papers shown

Title
Cold-Start Recommendation with Knowledge-Guided Retrieval-Augmented Generation Wooseong Yang Weizhi Zhang Yuqing Liu Yuwei Han Yu Wang Junhyun Lee Philip S. Yu RALM VLM 34 0 0 27 May 2025
BayesCNS: A Unified Bayesian Approach to Address Cold Start and Non-Stationarity in Search Systems at Scale Randy Ardywibowo Rakesh Sunki Lucy Kuo Sankalp Nayak BDL 43 0 0 03 Oct 2024
LARP: Language Audio Relational Pre-training for Cold-Start Playlist Continuation Rebecca Salganik Xiaohao Liu Yunshan Ma Jian Kang Tat-Seng Chua CLL 92 2 0 20 Jun 2024
Pre-trained Recommender Systems: A Causal Debiasing Perspective Ziqian Lin Hao Ding Nghia Hoang Branislav Kveton Anoop Deoras Hao Wang CML 138 5 0 30 Oct 2023
Zero-Shot Recommendations with Pre-Trained Large Language Models for Multimodal Nudging Rachel M. Harrison Anton Dereventsov A. Bibin 69 9 0 02 Sep 2023
Is Meta-Learning the Right Approach for the Cold-Start Problem in Recommender Systems? Davide Buffelli Ashish Gupta Agnieszka Strzalka Vassilis Plachouras OffRL LRM 80 2 0 16 Aug 2023
AutoAssign+: Automatic Shared Embedding Assignment in Streaming Recommendation Ziru Liu Kecheng Chen Fengyi Song Bo Chen Xiangyu Zhao Huifeng Guo Ruiming Tang 46 3 0 14 Aug 2023
Multi-task Item-attribute Graph Pre-training for Strict Cold-start Item Recommendation Dongyuan Li Liangwei Yang Chen Wang Zhiwei Liu Hao Peng Chenyu You Philip S. Yu 59 21 0 26 Jun 2023
Zero-shot Item-based Recommendation via Multi-task Product Knowledge Graph Pre-Training Ziwei Fan Zhiwei Liu Shelby Heinecke Jianguo Zhang Haiquan Wang Caiming Xiong Philip S. Yu VLM 67 14 0 12 May 2023
RESUS: Warm-Up Cold Users via Meta-Learning Residual User Preferences in CTR Prediction Yanyan Shen Lifan Zhao Weiyu Cheng Zibin Zhang Wenwen Zhou Kangyi Lin 66 5 0 28 Oct 2022
Linkless Link Prediction via Relational Distillation Zhichun Guo William Shiao Shichang Zhang Yozen Liu Nitesh Chawla Neil Shah Tong Zhao 118 43 0 11 Oct 2022
DDGHM: Dual Dynamic Graph with Hybrid Metric Training for Cross-Domain Sequential Recommendation Xiaolin Zheng Jiajie Su Weiming Liu Chaochao Chen 117 49 0 21 Sep 2022
Few-shot News Recommendation via Cross-lingual Transfer Taicheng Guo Lu Yu B. Shihada Xiangliang Zhang 99 10 0 28 Jul 2022
GSMFlow: Generation Shifts Mitigating Flow for Generalized Zero-Shot Learning Zhi Chen Yadan Luo Sen Wang Jingjing Li Zi Huang 56 14 0 05 Jul 2022
DaisyRec 2.0: Benchmarking Recommendation for Rigorous Evaluation Zhu Sun Hui Fang Jie Yang Xinghua Qu Hongyang Liu Di Yu Yew-Soon Ong Jie M. Zhang 97 35 0 22 Jun 2022
Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5) Shijie Geng Shuchang Liu Zuohui Fu Yingqiang Ge Yongfeng Zhang VLM AI4TS 166 490 0 24 Mar 2022
Sparsity Regularization For Cold-Start Recommendation A. Shah Hemanth Venkateswara 36 2 0 26 Jan 2022
RGRecSys: A Toolkit for Robustness Evaluation of Recommender Systems Zohreh Ovaisi Shelby Heinecke Jia Li Yongfeng Zhang Elena Zheleva Caiming Xiong 66 21 0 12 Jan 2022
Zero-Shot Recommendation as Language Modeling Damien Sileo Wout Vossen Robbe Raymaekers LRM LMTD 52 44 0 08 Dec 2021
Cross-domain User Preference Learning for Cold-start Recommendation Huiling Zhou Jie Liu Zhikang Li Jin Yu Hongxia Yang 57 0 0 07 Dec 2021
Cold Brew: Distilling Graph Node Representations with Incomplete or Missing Neighborhoods Wenqing Zheng Edward W. Huang Nikhil S. Rao S. Katariya Zhangyang Wang Karthik Subbian 92 66 0 08 Nov 2021
Personalized Transfer of User Preferences for Cross-domain Recommendation Yongchun Zhu Zhenwei Tang Yudan Liu Fuzhen Zhuang Ruobing Xie Xu-Yao Zhang Leyu Lin Qing He 65 177 0 21 Oct 2021
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 315 162 0 15 Oct 2021
Region Semantically Aligned Network for Zero-Shot Learning Ziyang Wang Yunhao Gou Jingjing Li Yu Zhang Yang Yang 78 11 0 14 Oct 2021
Zero Shot on the Cold-Start Problem: Model-Agnostic Interest Learning for Recommender Systems Philip J. Feng Pin-Yu Pan Tingting Zhou Hongxiang Chen Chuanjiang Luo LRM 40 20 0 31 Aug 2021
Mitigating Generation Shifts for Generalized Zero-Shot Learning Zhi Chen Yadan Luo Sen Wang Ruihong Qiu Jingjing Li Zi Huang 131 25 0 07 Jul 2021
Zero-Shot Recommender Systems Hao Ding Yifei Ma Anoop Deoras Bernie Wang Hao Wang VLM 53 94 0 18 May 2021
Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer Zhiwei Liu Ziwei Fan Yu Wang Philip S. Yu 166 149 0 02 May 2021
TrNews: Heterogeneous User-Interest Transfer Learning for News Recommendation Guangneng Hu Qiang Yang 67 4 0 12 Jan 2021
Entropy-Based Uncertainty Calibration for Generalized Zero-Shot Learning Zhi Chen Zi Huang Jingjing Li Zheng Zhang UQCV 41 12 0 09 Jan 2021
Cold-start Sequential Recommendation via Meta Learner Yujia Zheng Siyi Liu Zekun Li Shu Wu 87 64 0 10 Dec 2020
Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification Juan Li Ruoxu Wang Ningyu Zhang Wen Zhang Fan Yang Huajun Chen VLM 87 40 0 30 Oct 2020
Knowledge Transfer via Pre-training for Recommendation: A Review and Prospect Zheni Zeng Chaojun Xiao Yuan Yao Ruobing Xie Zhiyuan Liu Fen Lin Leyu Lin Maosong Sun VLM 70 41 0 19 Sep 2020
Zero-Shot Heterogeneous Transfer Learning from Recommender Systems to Cold-Start Search Retrieval Tao Wu E. Chio Heng-Tze Cheng Yu Du Steffen Rendle ... Ankit Kumar Xiang Ma A. Soares Nitin Jindal Pei Cao DML VLM 49 24 0 07 Aug 2020
Rethinking Generative Zero-Shot Learning: An Ensemble Learning Perspective for Recognising Visual Patches Zhi Chen Sen Wang Jingjing Li Zi Huang VLM 80 38 0 27 Jul 2020
Joint Training Capsule Network for Cold Start Recommendation Tingting Liang Congying Xia Yuyu Yin Philip S. Yu 38 20 0 23 May 2020
Multi-Feature Discrete Collaborative Filtering for Fast Cold-start Recommendation Yang Xu Lei Zhu Zhiyong Cheng Jingjing Li Jiande Sun 78 25 0 24 Mar 2020
CANZSL: Cycle-Consistent Adversarial Networks for Zero-Shot Learning from Natural Language Zhi Chen Jingjing Li Yadan Luo Zi Huang Yang Yang GAN 77 42 0 21 Sep 2019
Cycle-consistent Conditional Adversarial Transfer Networks Jingjing Li Erpeng Chen Zhengming Ding Lei Zhu Ke Lu Zi Huang 77 71 0 17 Sep 2019
Alleviating Feature Confusion for Generative Zero-shot Learning Jingjing Li Mengmeng Jing Ke Lu Lei Zhu Yang Yang Zi Huang GAN 74 62 0 17 Sep 2019
Improving Generalization via Attribute Selection on Out-of-the-box Data Xiaofeng Xu Ivor W. Tsang Chuancai Liu VLM 33 1 0 26 Jul 2019
Agile Domain Adaptation Jingjing Li Mengmeng Jing Yue Xie Ke Lu Zi Huang 28 3 0 11 Jul 2019
Leveraging the Invariant Side of Generative Zero-Shot Learning Jingjing Li Mengmeng Jing Ke Lu Zhengming Ding Lei Zhu Zi Huang VLM GAN 42 307 0 08 Apr 2019
Low Rank Regularization: A Review Zhanxuan Hu Feiping Nie Rong Wang Xuelong Li 64 81 0 14 Aug 2018