1. Understanding Training Efficiency of Deep Learning Recommendation Models at Scale
2. Accelerating recommendation system training by leveraging popular choices
3. Michael Anderson Benny Chen Stephen Chen Summer Deng Jordan Fix Michael Gschwind Aravind Kalaiah Changkyu Kim Jaewon Lee Jason Liang Haixin Liu Yinghai Lu Jack Montgomery Arun Moorthy Satish Nadathur Sam Naghshineh Avinash Nayak Jongsoo Park Chris Petersen Martin Schatz Narayanan Sundaram Bangsheng Tang Peter Tang Amy Yang Jiecao Yu Hector Yuen Ying Zhang Aravind Anbudurai Vandana Balan Harsha Bojja Joe Boyd Matthew Breitbach Claudio Caldato Anna Calvo Garret Catron Sneh Chandwani Panos Christeas Brad Cottel Brian Coutinho Arun Dalli Abhishek Dhanotia Oniel Duncan Roman Dzhabarov Simon Elmir Chunli Fu Wenyin Fu Michael Fulthorp Adi Gangidi Nick Gibson Sean Gordon Beatriz Padilla Hernandez Daniel Ho Yu-Cheng Huang Olof Johansson Shishir Juluri Shobhit Kanaujia Manali Kesarkar Jonathan Killinger Ben Kim Rohan Kulkarni Meghan Lele Huayu Li Huamin Li Yueming Li Cynthia Liu Jerry Liu Bert Maher Chandra Mallipedi Seema Mangla Kiran Kumar Matam Jubin Mehta Shobhit Mehta Christopher Mitchell Bharath Muthiah Nitin Nagarkatte Ashwin Narasimha Bernard Nguyen Thiara Ortiz Soumya Padmanabha Deng Pan Ashwin Poojary Ye (Charlotte) Qi Olivier Raginel Dwarak Rajagopal Tristan Rice Craig Ross Nadav Rotem Scott Russ Kushal Shah Baohua Shan Hao Shen Pavan Shetty Krish Skandakumaran Kutta Srinivasan Roshan Sumbaly Michael Tauberg Mor Tzur Sidharth Verma Hao Wang Man Wang Ben Wei Alex Xia Chenyu Xu Martin Yang Kai Zhang Ruoxi Zhang Ming Zhao Whitney Zhao Rui Zhu Ajit Mathews Lin Qiao Misha Smelyanskiy Bill Jia and Vijay Rao. 2021. First-Generation Inference Accelerator Deployment at Facebook. https://doi.org/10.48550/ARXIV.2107.04140 10.48550/ARXIV.2107.04140
4. Michael Anderson Benny Chen Stephen Chen Summer Deng Jordan Fix Michael Gschwind Aravind Kalaiah Changkyu Kim Jaewon Lee Jason Liang Haixin Liu Yinghai Lu Jack Montgomery Arun Moorthy Satish Nadathur Sam Naghshineh Avinash Nayak Jongsoo Park Chris Petersen Martin Schatz Narayanan Sundaram Bangsheng Tang Peter Tang Amy Yang Jiecao Yu Hector Yuen Ying Zhang Aravind Anbudurai Vandana Balan Harsha Bojja Joe Boyd Matthew Breitbach Claudio Caldato Anna Calvo Garret Catron Sneh Chandwani Panos Christeas Brad Cottel Brian Coutinho Arun Dalli Abhishek Dhanotia Oniel Duncan Roman Dzhabarov Simon Elmir Chunli Fu Wenyin Fu Michael Fulthorp Adi Gangidi Nick Gibson Sean Gordon Beatriz Padilla Hernandez Daniel Ho Yu-Cheng Huang Olof Johansson Shishir Juluri Shobhit Kanaujia Manali Kesarkar Jonathan Killinger Ben Kim Rohan Kulkarni Meghan Lele Huayu Li Huamin Li Yueming Li Cynthia Liu Jerry Liu Bert Maher Chandra Mallipedi Seema Mangla Kiran Kumar Matam Jubin Mehta Shobhit Mehta Christopher Mitchell Bharath Muthiah Nitin Nagarkatte Ashwin Narasimha Bernard Nguyen Thiara Ortiz Soumya Padmanabha Deng Pan Ashwin Poojary Ye (Charlotte) Qi Olivier Raginel Dwarak Rajagopal Tristan Rice Craig Ross Nadav Rotem Scott Russ Kushal Shah Baohua Shan Hao Shen Pavan Shetty Krish Skandakumaran Kutta Srinivasan Roshan Sumbaly Michael Tauberg Mor Tzur Sidharth Verma Hao Wang Man Wang Ben Wei Alex Xia Chenyu Xu Martin Yang Kai Zhang Ruoxi Zhang Ming Zhao Whitney Zhao Rui Zhu Ajit Mathews Lin Qiao Misha Smelyanskiy Bill Jia and Vijay Rao. 2021. First-Generation Inference Accelerator Deployment at Facebook. https://doi.org/10.48550/ARXIV.2107.04140
5. Rohan Anil Sandra Gadanho Da Huang Nijith Jacob Zhuoshu Li Dong Lin Todd Phillips Cristina Pop Kevin Regan Gil I. Shamir Rakesh Shivanna and Qiqi Yan. 2022. On the Factory Floor: ML Engineering for Industrial-Scale Ads Recommendation Models. https://doi.org/10.48550/ARXIV.2209.05310 10.48550/ARXIV.2209.05310