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DataPerf: Benchmarks for Data-Centric AI Development


Jul 20, 2022
Mark Mazumder , Colby Banbury , Xiaozhe Yao , Bojan Karlaš , William Gaviria Rojas , Sudnya Diamos , Greg Diamos , Lynn He , Douwe Kiela , David Jurado , David Kanter , Rafael Mosquera , Juan Ciro , Lora Aroyo , Bilge Acun , Sabri Eyuboglu , Amirata Ghorbani , Emmett Goodman , Tariq Kane , Christine R. Kirkpatrick , Tzu-Sheng Kuo , Jonas Mueller , Tristan Thrush , Joaquin Vanschoren , Margaret Warren , Adina Williams , Serena Yeung , Newsha Ardalani , Praveen Paritosh , Ce Zhang , James Zou , Carole-Jean Wu , Cody Coleman , Andrew Ng , Peter Mattson , Vijay Janapa Reddi


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FEL: High Capacity Learning for Recommendation and Ranking via Federated Ensemble Learning


Jun 07, 2022
Meisam Hejazinia , Dzmitry Huba , Ilias Leontiadis , Kiwan Maeng , Mani Malek , Luca Melis , Ilya Mironov , Milad Nasr , Kaikai Wang , Carole-Jean Wu


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Infinite Recommendation Networks: A Data-Centric Approach


Jun 03, 2022
Noveen Sachdeva , Mehak Preet Dhaliwal , Carole-Jean Wu , Julian McAuley

* 22 pages, 14 figures, submitted to NeurIPS'22 

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Towards Fair Federated Recommendation Learning: Characterizing the Inter-Dependence of System and Data Heterogeneity


May 30, 2022
Kiwan Maeng , Haiyu Lu , Luca Melis , John Nguyen , Mike Rabbat , Carole-Jean Wu


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RecShard: Statistical Feature-Based Memory Optimization for Industry-Scale Neural Recommendation


Jan 25, 2022
Geet Sethi , Bilge Acun , Niket Agarwal , Christos Kozyrakis , Caroline Trippel , Carole-Jean Wu


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On Sampling Collaborative Filtering Datasets


Jan 13, 2022
Noveen Sachdeva , Carole-Jean Wu , Julian McAuley

* 9 pages, 4 figures, accepted for publication at WSDM '22. arXiv admin note: substantial text overlap with arXiv:2107.04984 

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Papaya: Practical, Private, and Scalable Federated Learning


Nov 08, 2021
Dzmitry Huba , John Nguyen , Kshitiz Malik , Ruiyu Zhu , Mike Rabbat , Ashkan Yousefpour , Carole-Jean Wu , Hongyuan Zhan , Pavel Ustinov , Harish Srinivas , Kaikai Wang , Anthony Shoumikhin , Jesik Min , Mani Malek


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Sustainable AI: Environmental Implications, Challenges and Opportunities


Oct 30, 2021
Carole-Jean Wu , Ramya Raghavendra , Udit Gupta , Bilge Acun , Newsha Ardalani , Kiwan Maeng , Gloria Chang , Fiona Aga Behram , James Huang , Charles Bai , Michael Gschwind , Anurag Gupta , Myle Ott , Anastasia Melnikov , Salvatore Candido , David Brooks , Geeta Chauhan , Benjamin Lee , Hsien-Hsin S. Lee , Bugra Akyildiz , Maximilian Balandat , Joe Spisak , Ravi Jain , Mike Rabbat , Kim Hazelwood


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Understanding and Co-designing the Data Ingestion Pipeline for Industry-Scale RecSys Training


Aug 20, 2021
Mark Zhao , Niket Agarwal , Aarti Basant , Bugra Gedik , Satadru Pan , Mustafa Ozdal , Rakesh Komuravelli , Jerry Pan , Tianshu Bao , Haowei Lu , Sundaram Narayanan , Jack Langman , Kevin Wilfong , Harsha Rastogi , Carole-Jean Wu , Christos Kozyrakis , Parik Pol


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AutoFL: Enabling Heterogeneity-Aware Energy Efficient Federated Learning


Jul 16, 2021
Young Geun Kim , Carole-Jean Wu


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