Suvinay Subramanian

ORCID

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 19

Top Venues

Massachusetts Institute of Technology, Cambridge, USA (PHD)

Education History

Massachusetts Institute of Technology, Cambridge, USA

PHD

Publications

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 (2024)
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 (2024)
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)
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 (2023)
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 (2023)
Norman P. Jouppi, George Kurian, Sheng Li, Peter C. Ma, Rahul Nagarajan, Lifeng Nai, Nishant Patil, Suvinay Subramanian, Andy Swing, Brian Towles, Clif Young, Xiang Zhou, Zongwei Zhou, David A Patterson
TPU v4: An Optically Reconfigurable Supercomputer for Machine Learning with Hardware Support for Embeddings. ISCA (2023)
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 (2023)
Sheng-Chun Kao, Suvinay Subramanian, Gaurav Agrawal, Amir Yazdanbakhsh, Tushar Krishna
FLAT: An Optimized Dataflow for Mitigating Attention Bottlenecks. ASPLOS (2) (2023)
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 (2022)
Sheng-Chun Kao, Suvinay Subramanian, Gaurav Agrawal, Tushar Krishna
ATTACC the Quadratic Bottleneck of Attention Layers. CoRR (2021)
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)
Maleen Abeydeera, Suvinay Subramanian, Mark C. Jeffrey, Joel S. Emer, Daniel Sánchez
SAM: Optimizing Multithreaded Cores for Speculative Parallelism. PACT (2017)
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)
Mark C. Jeffrey, Suvinay Subramanian, Maleen Abeydeera, Joel S. Emer, Daniel Sánchez
Data-centric execution of speculative parallel programs. MICRO (2016)
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)
Mark C. Jeffrey, Suvinay Subramanian, Cong Yan, Joel S. Emer, Daniel Sánchez
Unlocking Ordered Parallelism with the Swarm Architecture. IEEE Micro 36 (3) (2016)
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 (2016)
Mark C. Jeffrey, Suvinay Subramanian, Cong Yan, Joel S. Emer, Daniel Sánchez
A scalable architecture for ordered parallelism. MICRO (2015)
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)
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)
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)
Anirudh Sivaraman, Keith Winstein, Suvinay Subramanian, Hari Balakrishnan
No silver bullet: extending SDN to the data plane. HotNets (2013)
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) (2013)
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)

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Publication Activity (10 Years)

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Suvinay Subramanian