A Survey of Deep Learning on CPUs: Opportunities and Co-Optimizations
Mittal, Sparsh, Rajput, Poonam, Subramoney, Sreenivas
Published in IEEE transaction on neural networks and learning systems (01.10.2022)
Published in IEEE transaction on neural networks and learning systems (01.10.2022)
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Journal Article
VEGETA: Vertically-Integrated Extensions for Sparse/Dense GEMM Tile Acceleration on CPUs
Jeong, Geonhwa, Damani, Sana, Bambhaniya, Abhimanyu Rajeshkumar, Qin, Eric, Hughes, Christopher J., Subramoney, Sreenivas, Kim, Hyesoon, Krishna, Tushar
Published in 2023 IEEE International Symposium on High-Performance Computer Architecture (HPCA) (01.02.2023)
Published in 2023 IEEE International Symposium on High-Performance Computer Architecture (HPCA) (01.02.2023)
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Conference Proceeding
PrxCa1−xMnO3 based stochastic neuron for Boltzmann machine to solve “maximum cut” problem
Khilwani, Devesh, Moghe, Vineet, Lashkare, Sandip, Saraswat, Vivek, Kumbhare, Pankaj, Shojaei Baghini, Maryam, Jandhyala, Srivatsava, Subramoney, Sreenivas, Ganguly, Udayan
Published in APL materials (01.09.2019)
Published in APL materials (01.09.2019)
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Journal Article
Early Prediction of DNN Activation Using Hierarchical Computations
Suresh, Bharathwaj, Pillai, Kamlesh, Kalsi, Gurpreet Singh, Abuhatzera, Avishaii, Subramoney, Sreenivas
Published in Mathematics (Basel) (01.12.2021)
Published in Mathematics (Basel) (01.12.2021)
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Journal Article
Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning
Bera, Rahul, Kanellopoulos, Konstantinos, Nori, Anant V, Shahroodi, Taha, Sreenivas Subramoney, Mutlu, Onur
Published in arXiv.org (06.04.2023)
Published in arXiv.org (06.04.2023)
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Journal Article
SeGraM: A Universal Hardware Accelerator for Genomic Sequence-to-Graph and Sequence-to-Sequence Mapping
Cali, Damla Senol, Kanellopoulos, Konstantinos, Lindegger, Joel, Bingöl, Zülal, Kalsi, Gurpreet S, Zuo, Ziyi, Firtina, Can, Cavlak, Meryem Banu, Kim, Jeremie, Nika Mansouri Ghiasi, Singh, Gagandeep, Gómez-Luna, Juan, Nour Almadhoun Alserr, Alser, Mohammed, Sreenivas Subramoney, Alkan, Can, Ghose, Saugata, Mutlu, Onur
Published in arXiv.org (31.05.2022)
Published in arXiv.org (31.05.2022)
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Journal Article
GenASM: A High-Performance, Low-Power Approximate String Matching Acceleration Framework for Genome Sequence Analysis
Cali, Damla Senol, Kalsi, Gurpreet S., Bingol, Zulal, Firtina, Can, Subramanian, Lavanya, Kim, Jeremie S., Ausavarungnirun, Rachata, Alser, Mohammed, Gomez-Luna, Juan, Boroumand, Amirali, Nori, Anant, Scibisz, Allison, Subramoney, Sreenivas, Alkan, Can, Ghose, Saugata, Mutlu, Onur
Published in 2020 53rd Annual IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2020)
Published in 2020 53rd Annual IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2020)
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Conference Proceeding
Segment-Fusion: Hierarchical Context Fusion for Robust 3D Semantic Segmentation
Thyagharajan, Anirud, Ummenhofer, Benjamin, Laddha, Prashant, Omer, Om Ji, Subramoney, Sreenivas
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2022)
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2022)
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Conference Proceeding
Look-Up Table based Energy Efficient Processing in Cache Support for Neural Network Acceleration
Ramanathan, Akshay Krishna, Kalsi, Gurpreet S, Srinivasa, Srivatsa, Chandran, Tarun Makesh, Pillai, Kamlesh R, Omer, Om J, Narayanan, Vijaykrishnan, Subramoney, Sreenivas
Published in 2020 53rd Annual IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2020)
Published in 2020 53rd Annual IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2020)
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Conference Proceeding
Density Tradeoffs of Non-Volatile Memory as a Replacement for SRAM Based Last Level Cache
Korgaonkar, Kunal, Bhati, Ishwar, Liu, Huichu, Gaur, Jayesh, Manipatruni, Sasikanth, Subramoney, Sreenivas, Karnik, Tanay, Swanson, Steven, Young, Ian, Wang, Hong
Published in 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA) (01.06.2018)
Published in 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA) (01.06.2018)
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Conference Proceeding
RASA: Efficient Register-Aware Systolic Array Matrix Engine for CPU
Jeong, Geonhwa, Qin, Eric, Samajdar, Ananda, Hughes, Christopher J., Subramoney, Sreenivas, Kim, Hyesoon, Krishna, Tushar
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
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Conference Proceeding
Machine Learned Machines: Adaptive co-optimization of caches, cores, and On-chip Network
Jain, Rahul, Panda, Preeti Ranjan, Subramoney, Sreenivas
Published in 2016 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.03.2016)
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Published in 2016 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.03.2016)
Conference Proceeding
Journal Article
Criticality Aware Tiered Cache Hierarchy: A Fundamental Relook at Multi-Level Cache Hierarchies
Nori, Anant Vithal, Gaur, Jayesh, Rai, Siddharth, Subramoney, Sreenivas, Wang, Hong
Published in 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA) (01.06.2018)
Published in 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA) (01.06.2018)
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Conference Proceeding
Speculative Code Compaction: Eliminating Dead Code via Speculative Microcode Transformations
Moody, Logan, Qi, Wei, Sharifi, Abdolrasoul, Berry, Layne, Rudek, Joey, Gaur, Jayesh, Parkhurst, Jeff, Subramoney, Sreenivas, Skadron, Kevin, Venkat, Ashish
Published in 2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2022)
Published in 2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2022)
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Conference Proceeding
Bypass and insertion algorithms for exclusive last-level caches
Gaur, Jayesh, Chaudhuri, Mainak, Subramoney, Sreenivas
Published in 2011 38th Annual International Symposium on Computer Architecture (ISCA) (04.06.2011)
Published in 2011 38th Annual International Symposium on Computer Architecture (ISCA) (04.06.2011)
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Conference Proceeding