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Carole-Jean Wu
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Year
Deep learning recommendation model for personalization and recommendation systems
M Naumov, D Mudigere, HJM Shi, J Huang, N Sundaraman, J Park, ...
arXiv preprint arXiv:1906.00091, 2019
10972019
Sustainable ai: Environmental implications, challenges and opportunities
CJ Wu, R Raghavendra, U Gupta, B Acun, N Ardalani, K Maeng, G Chang, ...
Proceedings of machine learning and systems 4, 795-813, 2022
10092022
Mlperf inference benchmark
VJ Reddi, C Cheng, D Kanter, P Mattson, G Schmuelling, CJ Wu, ...
2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture …, 2020
7482020
Machine learning at facebook: Understanding inference at the edge
CJ Wu, D Brooks, K Chen, D Chen, S Choudhury, M Dukhan, ...
2019 IEEE international symposium on high performance computer architecture …, 2019
6762019
Chasing carbon: The elusive environmental footprint of computing
U Gupta, YG Kim, S Lee, J Tse, HHS Lee, GY Wei, D Brooks, CJ Wu
2021 IEEE International Symposium on High-Performance Computer Architecture …, 2021
5322021
Mlperf training benchmark
P Mattson, C Cheng, G Diamos, C Coleman, P Micikevicius, D Patterson, ...
Proceedings of Machine Learning and Systems 2, 336-349, 2020
4392020
The architectural implications of facebook's dnn-based personalized recommendation
U Gupta, CJ Wu, X Wang, M Naumov, B Reagen, D Brooks, B Cottel, ...
2020 IEEE International Symposium on High Performance Computer Architecture …, 2020
4302020
SHiP: Signature-based hit predictor for high performance caching
CJ Wu, A Jaleel, W Hasenplaugh, M Martonosi, SC Steely Jr, J Emer
Proceedings of the 44th Annual IEEE/ACM International Symposium on …, 2011
3872011
Recnmp: Accelerating personalized recommendation with near-memory processing
L Ke, U Gupta, BY Cho, D Brooks, V Chandra, U Diril, A Firoozshahian, ...
2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture …, 2020
3322020
MCM-GPU: Multi-chip-module GPUs for continued performance scalability
A Arunkumar, E Bolotin, B Cho, U Milic, E Ebrahimi, O Villa, A Jaleel, ...
ACM SIGARCH Computer Architecture News 45 (2), 320-332, 2017
3042017
ACT: designing sustainable computer systems with an architectural carbon modeling tool
U Gupta, M Elgamal, G Hills, GY Wei, HHS Lee, D Brooks, CJ Wu
Proceedings of the 49th Annual International Symposium on Computer …, 2022
2682022
MLPerf: An industry standard benchmark suite for machine learning performance
P Mattson, VJ Reddi, C Cheng, C Coleman, G Diamos, D Kanter, ...
IEEE Micro 40 (2), 8-16, 2020
2572020
Deeprecsys: A system for optimizing end-to-end at-scale neural recommendation inference
U Gupta, S Hsia, V Saraph, X Wang, B Reagen, GY Wei, HHS Lee, ...
2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture …, 2020
2502020
Carbon explorer: A holistic framework for designing carbon aware datacenters
B Acun, B Lee, F Kazhamiaka, K Maeng, U Gupta, M Chakkaravarthy, ...
Proceedings of the 28th ACM International Conference on Architectural …, 2023
2212023
Dataperf: Benchmarks for data-centric ai development
M Mazumder, C Banbury, X Yao, B Karlaš, W Gaviria Rojas, S Diamos, ...
Advances in Neural Information Processing Systems 36, 5320-5347, 2023
1952023
Papaya: Practical, private, and scalable federated learning
D Huba, J Nguyen, K Malik, R Zhu, M Rabbat, A Yousefpour, CJ Wu, ...
Proceedings of Machine Learning and Systems 4, 814-832, 2022
1922022
Layerskip: Enabling early exit inference and self-speculative decoding
M Elhoushi, A Shrivastava, D Liskovich, B Hosmer, B Wasti, L Lai, ...
Proceedings of the 62nd Annual Meeting of the Association for Computational …, 2024
1892024
PACMan: prefetch-aware cache management for high performance caching
CJ Wu, A Jaleel, M Martonosi, SC Steely Jr, J Emer
Proceedings of the 44th Annual IEEE/ACM International Symposium on …, 2011
1692011
Understanding data storage and ingestion for large-scale deep recommendation model training: Industrial product
M Zhao, N Agarwal, A Basant, B Gedik, S Pan, M Ozdal, R Komuravelli, ...
Proceedings of the 49th annual international symposium on computer …, 2022
163*2022
Understanding training efficiency of deep learning recommendation models at scale
B Acun, M Murphy, X Wang, J Nie, CJ Wu, K Hazelwood
2021 IEEE International Symposium on High-Performance Computer Architecture …, 2021
1632021
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