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ORCIDSuvinay Subramanian
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2020 – today
- 2024
[i8]Abhimanyu Rajeshkumar Bambhaniya, Amir Yazdanbakhsh, Suvinay Subramanian, Sheng-Chun Kao, Shivani Agrawal, Utku Evci, Tushar Krishna:
Progressive Gradient Flow for Robust N: M Sparsity Training in Transformers. CoRR abs/2402.04744 (2024)- [i7]Simla Burcu Harma, Ayan Chakraborty, Elizaveta Kostenok, Danila Mishin, Dongho Ha, Babak Falsafi, Martin Jaggi, Ming Liu, Yunho Oh, Suvinay Subramanian, Amir Yazdanbakhsh:
Effective Interplay between Sparsity and Quantization: From Theory to Practice. CoRR abs/2405.20935 (2024) - 2023
- [c14]Sheng-Chun Kao, Suvinay Subramanian, Gaurav Agrawal, Amir Yazdanbakhsh, Tushar Krishna:
FLAT: An Optimized Dataflow for Mitigating Attention Bottlenecks. ASPLOS (2) 2023: 295-310 - [c13]Yucheng Lu, Shivani Agrawal, Suvinay Subramanian, Oleg Rybakov, Christopher De Sa, Amir Yazdanbakhsh:
STEP: Learning N: M Structured Sparsity Masks from Scratch with Precondition. ICML 2023: 22812-22824 - [c12]Norman P. Jouppi
, George Kurian, Sheng Li, Peter C. Ma, Rahul Nagarajan, Lifeng Nai, Nishant Patil, Suvinay Subramanian, Andy Swing, Brian Towles, Cliff Young, Xiang Zhou, Zongwei Zhou, David A. Patterson:
TPU v4: An Optically Reconfigurable Supercomputer for Machine Learning with Hardware Support for Embeddings. ISCA 2023: 82:1-82:14 - [i6]Yucheng Lu, Shivani Agrawal, Suvinay Subramanian, Oleg Rybakov, Christopher De Sa, Amir Yazdanbakhsh:
STEP: Learning N: M Structured Sparsity Masks from Scratch with Precondition. CoRR abs/2302.01172 (2023) - [i5]Norman P. Jouppi, George Kurian, Sheng Li, Peter C. Ma, Rahul Nagarajan, Lifeng Nai, Nishant Patil, Suvinay Subramanian, Andy Swing, Brian Towles, Cliff Young, Xiang Zhou, Zongwei Zhou, David A. Patterson:
TPU v4: An Optically Reconfigurable Supercomputer for Machine Learning with Hardware Support for Embeddings. CoRR abs/2304.01433 (2023) - [i4]Joo Hyung Lee, Wonpyo Park, Nicole Mitchell, Jonathan Pilault, Johan S. Obando-Ceron, Han-Byul Kim, Namhoon Lee, Elias Frantar, Yun Long, Amir Yazdanbakhsh, Shivani Agrawal, Suvinay Subramanian, Xin Wang, Sheng-Chun Kao, Xingyao Zhang, Trevor Gale, Aart Bik, Woohyun Han, Milen Ferev, Zhonglin Han, Hong-Seok Kim, Yann N. Dauphin, Karolina Dziugaite, Pablo Samuel Castro, Utku Evci:
JaxPruner: A concise library for sparsity research. CoRR abs/2304.14082 (2023) - 2022
- [i3]Sheng-Chun Kao, Amir Yazdanbakhsh, Suvinay Subramanian, Shivani Agrawal, Utku Evci, Tushar Krishna:
Training Recipe for N: M Structured Sparsity with Decaying Pruning Mask. CoRR abs/2209.07617 (2022) - 2021
- [i2]Sheng-Chun Kao, Suvinay Subramanian, Gaurav Agrawal, Tushar Krishna:
ATTACC the Quadratic Bottleneck of Attention Layers. CoRR abs/2107.06419 (2021)
2010 – 2019
- 2018
- [b1]Suvinay Subramanian:
Architectural techniques to unlock ordered and nested speculative parallelism. Massachusetts Institute of Technology, Cambridge, USA, 2018 - [c11]Mark C. Jeffrey, Victor A. Ying, Suvinay Subramanian, Hyun Ryong Lee, Joel S. Emer, Daniel Sánchez:
Harmonizing Speculative and Non-Speculative Execution in Architectures for Ordered Parallelism. MICRO 2018: 217-230 - 2017
- [c10]Maleen Abeydeera, Suvinay Subramanian, Mark C. Jeffrey, Joel S. Emer, Daniel Sánchez:
SAM: Optimizing Multithreaded Cores for Speculative Parallelism. PACT 2017: 64-78 - [c9]Suvinay Subramanian, Mark C. Jeffrey, Maleen Abeydeera, Hyun Ryong Lee, Victor A. Ying, Joel S. Emer, Daniel Sánchez:
Fractal: An Execution Model for Fine-Grain Nested Speculative Parallelism. ISCA 2017: 587-599 - 2016
- [j2]Mark C. Jeffrey, Suvinay Subramanian, Cong Yan, Joel S. Emer, Daniel Sánchez:
Unlocking Ordered Parallelism with the Swarm Architecture. IEEE Micro 36(3): 105-117 (2016) - [c8]Mark C. Jeffrey, Suvinay Subramanian, Maleen Abeydeera, Joel S. Emer, Daniel Sánchez:
Data-centric execution of speculative parallel programs. MICRO 2016: 5:1-5:13 - [c7]Anirudh Sivaraman, Suvinay Subramanian, Mohammad Alizadeh, Sharad Chole, Shang-Tse Chuang, Anurag Agrawal, Hari Balakrishnan, Tom Edsall, Sachin Katti, Nick McKeown:
Programmable Packet Scheduling at Line Rate. SIGCOMM 2016: 44-57 - [i1]Anirudh Sivaraman, Suvinay Subramanian, Anurag Agrawal, Sharad Chole, Shang-Tse Chuang, Tom Edsall, Mohammad Alizadeh, Sachin Katti, Nick McKeown, Hari Balakrishnan:
Programmable Packet Scheduling. CoRR abs/1602.06045 (2016) - 2015
- [c6]Anirudh Sivaraman, Suvinay Subramanian, Anurag Agrawal, Sharad Chole, Shang-Tse Chuang, Tom Edsall, Mohammad Alizadeh, Sachin Katti, Nick McKeown, Hari Balakrishnan:
Towards Programmable Packet Scheduling. HotNets 2015: 23:1-23:7 - [c5]Mark C. Jeffrey, Suvinay Subramanian, Cong Yan, Joel S. Emer, Daniel Sánchez:
A scalable architecture for ordered parallelism. MICRO 2015: 228-241 - 2014
- [c4]Chia-Hsin Owen Chen, Sunghyun Park, Suvinay Subramanian, Tushar Krishna, Bhavya K. Daya, Woo-Cheol Kwon, Brett Wilkerson, John Arends, Anantha P. Chandrakasan, Li-Shiuan Peh:
SCORPIO: 36-core shared memory processor demonstrating snoopy coherence on a mesh interconnect. Hot Chips Symposium 2014: 1-20 - [c3]Bhavya K. Daya, Chia-Hsin Owen Chen, Suvinay Subramanian, Woo-Cheol Kwon, Sunghyun Park, Tushar Krishna, Jim Holt, Anantha P. Chandrakasan, Li-Shiuan Peh:
SCORPIO: A 36-core research chip demonstrating snoopy coherence on a scalable mesh NoC with in-network ordering. ISCA 2014: 25-36 - 2013
- [j1]Tushar Krishna, Chia-Hsin Owen Chen, Sunghyun Park, Woo-Cheol Kwon, Suvinay Subramanian, Anantha P. Chandrakasan, Li-Shiuan Peh:
Single-Cycle Multihop Asynchronous Repeated Traversal: A SMART Future for Reconfigurable On-Chip Networks. Computer 46(10): 48-55 (2013) - [c2]Chia-Hsin Owen Chen, Sunghyun Park, Tushar Krishna, Suvinay Subramanian, Anantha P. Chandrakasan, Li-Shiuan Peh:
SMART: a single-cycle reconfigurable NoC for SoC applications. DATE 2013: 338-343 - [c1]Anirudh Sivaraman, Keith Winstein, Suvinay Subramanian, Hari Balakrishnan:
No silver bullet: extending SDN to the data plane. HotNets 2013: 19:1-19:7
Coauthor Index
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