RecNMP: Accelerating Personalized Recommendation with Near-Memory Processing
Ke, Liu, Gupta, Udit, Cho, Benjamin Youngjae, Brooks, David, Chandra, Vikas, Diril, Utku, Firoozshahian, Amin, Hazelwood, Kim, Jia, Bill, Lee, Hsien-Hsin S., Li, Meng, Maher, Bert, Mudigere, Dheevatsa, Naumov, Maxim, Schatz, Martin, Smelyanskiy, Mikhail, Wang, Xiaodong, Reagen, Brandon, Wu, Carole-Jean, Hempstead, Mark, Zhang, Xuan
Published in 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA) (01.05.2020)
Published in 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA) (01.05.2020)
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Conference Proceeding
The Architectural Implications of Facebook's DNN-Based Personalized Recommendation
Gupta, Udit, Wu, Carole-Jean, Wang, Xiaodong, Naumov, Maxim, Reagen, Brandon, Brooks, David, Cottel, Bradford, Hazelwood, Kim, Hempstead, Mark, Jia, Bill, Lee, Hsien-Hsin S., Malevich, Andrey, Mudigere, Dheevatsa, Smelyanskiy, Mikhail, Xiong, Liang, Zhang, Xuan
Published in 2020 IEEE International Symposium on High Performance Computer Architecture (HPCA) (01.02.2020)
Published in 2020 IEEE International Symposium on High Performance Computer Architecture (HPCA) (01.02.2020)
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Conference Proceeding
Low-Precision Hardware Architectures Meet Recommendation Model Inference at Scale
Deng, Zhaoxia, Park, Jongsoo, Tang, Ping Tak Peter, Liu, Haixin, Yang, Jie, Yuen, Hector, Huang, Jianyu, Khudia, Daya, Wei, Xiaohan, Wen, Ellie, Choudhary, Dhruv, Krishnamoorthi, Raghuraman, Wu, Carole-Jean, Nadathur, Satish, Kim, Changkyu, Naumov, Maxim, Naghshineh, Sam, Smelyanskiy, Mikhail
Published in IEEE MICRO (01.09.2021)
Published in IEEE MICRO (01.09.2021)
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Journal Article
Parallel Modularity Clustering
Fender, Alexandre, Emad, Nahid, Petiton, Serge, Naumov, Maxim
Published in Procedia computer science (2017)
Published in Procedia computer science (2017)
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Journal Article
A tearing-based hybrid parallel banded linear system solver
Naumov, Maxim, Sameh, Ahmed H.
Published in Journal of computational and applied mathematics (15.04.2009)
Published in Journal of computational and applied mathematics (15.04.2009)
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Journal Article
Atomistic Simulation of Realistically Sized Nanodevices Using NEMO 3-D-Part I: Models and Benchmarks
Klimeck, G., Ahmed, S.S., Hansang Bae, Kharche, N., Clark, S., Haley, B., Sunhee Lee, Naumov, M., Hoon Ryu, Saied, F., Prada, M., Korkusinski, M., Boykin, T.B., Rahman, R.
Published in IEEE transactions on electron devices (01.09.2007)
Published in IEEE transactions on electron devices (01.09.2007)
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Journal Article
A tearing-based hybrid parallel sparse linear system solver
Naumov, Maxim, Manguoglu, Murat, Sameh, Ahmed H.
Published in Journal of computational and applied mathematics (15.09.2010)
Published in Journal of computational and applied mathematics (15.09.2010)
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Journal Article
Supporting Massive DLRM Inference through Software Defined Memory
Ardestani, Ehsan K., Kim, Changkyu, Lee, Seung Jae, Pan, Luoshang, Axboe, Jens, Rampersad, Valmiki, Agrawal, Banit, Yu, Fuxun, Yu, Ansha, Le, Trung, Yuen, Hector, Mudigere, Dheevatsa, Juluri, Shishir, Nanda, Akshat, Wodekar, Manoj, Nair, Krishnakumar, Naumov, Maxim, Petersen, Chris, Smelyanskiy, Mikhail, Rao, Vijay
Published in 2022 IEEE 42nd International Conference on Distributed Computing Systems (ICDCS) (01.07.2022)
Published in 2022 IEEE 42nd International Conference on Distributed Computing Systems (ICDCS) (01.07.2022)
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Conference Proceeding
Mixed Dimension Embeddings with Application to Memory-Efficient Recommendation Systems
Ginart, A.A., Naumov, Maxim, Mudigere, Dheevatsa, Yang, Jiyan, Zou, James
Published in 2021 IEEE International Symposium on Information Theory (ISIT) (12.07.2021)
Published in 2021 IEEE International Symposium on Information Theory (ISIT) (12.07.2021)
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Conference Proceeding
A parallel eigenvalue problem solver for computational nanoelectronics
Naumov, Maxim, Sameh, Ahmed
Published in Proceedings in applied mathematics and mechanics (01.12.2007)
Published in Proceedings in applied mathematics and mechanics (01.12.2007)
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Journal Article