Suvinay Subramanian

According to our database, Suvinay Subramanian authored at least 22 papers between 2013 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Progressive Gradient Flow for Robust N: M Sparsity Training in Transformers.

Abhimanyu Rajeshkumar Bambhaniya, Amir Yazdanbakhsh, Suvinay Subramanian, Sheng-Chun Kao, Shivani Agrawal, Utku Evci, Tushar Krishna

CoRR, 2024

2023

JaxPruner: A concise library for sparsity research.

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

CoRR, 2023

TPU v4: An Optically Reconfigurable Supercomputer for Machine Learning with Hardware Support for Embeddings.

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

Proceedings of the 50th Annual International Symposium on Computer Architecture, 2023

STEP: Learning N: M Structured Sparsity Masks from Scratch with Precondition.

Yucheng Lu, Shivani Agrawal, Suvinay Subramanian, Oleg Rybakov, Christopher De Sa, Amir Yazdanbakhsh

Proceedings of the International Conference on Machine Learning, 2023

FLAT: An Optimized Dataflow for Mitigating Attention Bottlenecks.

Sheng-Chun Kao, Suvinay Subramanian, Gaurav Agrawal, Amir Yazdanbakhsh, Tushar Krishna

Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, 2023

2022

Training Recipe for N: M Structured Sparsity with Decaying Pruning Mask.

Sheng-Chun Kao, Amir Yazdanbakhsh, Suvinay Subramanian, Shivani Agrawal, Utku Evci, Tushar Krishna

CoRR, 2022

2021

ATTACC the Quadratic Bottleneck of Attention Layers.

Sheng-Chun Kao, Suvinay Subramanian, Gaurav Agrawal, Tushar Krishna

CoRR, 2021

2018

Architectural techniques to unlock ordered and nested speculative parallelism.

Suvinay Subramanian

PhD thesis, 2018

Harmonizing Speculative and Non-Speculative Execution in Architectures for Ordered Parallelism.

Mark C. Jeffrey, Victor A. Ying, Suvinay Subramanian, Hyun Ryong Lee, Joel S. Emer, Daniel Sánchez

Proceedings of the 51st Annual IEEE/ACM International Symposium on Microarchitecture, 2018

2017

Fractal: An Execution Model for Fine-Grain Nested Speculative Parallelism.

Suvinay Subramanian, Mark C. Jeffrey, Maleen Abeydeera, Hyun Ryong Lee, Victor A. Ying, Joel S. Emer, Daniel Sánchez

Proceedings of the 44th Annual International Symposium on Computer Architecture, 2017

SAM: Optimizing Multithreaded Cores for Speculative Parallelism.

Maleen Abeydeera, Suvinay Subramanian, Mark C. Jeffrey, Joel S. Emer, Daniel Sánchez

Proceedings of the 26th International Conference on Parallel Architectures and Compilation Techniques, 2017

2016

Unlocking Ordered Parallelism with the Swarm Architecture.

Mark C. Jeffrey, Suvinay Subramanian, Cong Yan, Joel S. Emer, Daniel Sánchez

IEEE Micro, 2016

Programmable Packet Scheduling.

Anirudh Sivaraman, Suvinay Subramanian, Anurag Agrawal, Sharad Chole, Shang-Tse Chuang, Tom Edsall, Mohammad Alizadeh, Sachin Katti, Nick McKeown, Hari Balakrishnan

CoRR, 2016

Programmable Packet Scheduling at Line Rate.

Anirudh Sivaraman, Suvinay Subramanian, Mohammad Alizadeh, Sharad Chole, Shang-Tse Chuang, Anurag Agrawal, Hari Balakrishnan, Tom Edsall, Sachin Katti, Nick McKeown

Proceedings of the ACM SIGCOMM 2016 Conference, Florianopolis, Brazil, August 22-26, 2016, 2016

Data-centric execution of speculative parallel programs.

Mark C. Jeffrey, Suvinay Subramanian, Maleen Abeydeera, Joel S. Emer, Daniel Sánchez

Proceedings of the 49th Annual IEEE/ACM International Symposium on Microarchitecture, 2016

2015

A scalable architecture for ordered parallelism.

Mark C. Jeffrey, Suvinay Subramanian, Cong Yan, Joel S. Emer, Daniel Sánchez

Proceedings of the 48th International Symposium on Microarchitecture, 2015

Towards Programmable Packet Scheduling.

Anirudh Sivaraman, Suvinay Subramanian, Anurag Agrawal, Sharad Chole, Shang-Tse Chuang, Tom Edsall, Mohammad Alizadeh, Sachin Katti, Nick McKeown, Hari Balakrishnan

Proceedings of the 14th ACM Workshop on Hot Topics in Networks, Philadelphia, PA, USA, November 16, 2015

2014

SCORPIO: A 36-core research chip demonstrating snoopy coherence on a scalable mesh NoC with in-network ordering.

Bhavya K. Daya, Chia-Hsin Owen Chen, Suvinay Subramanian, Woo-Cheol Kwon, Sunghyun Park, Tushar Krishna, Jim Holt, Anantha P. Chandrakasan, Li-Shiuan Peh

Proceedings of the ACM/IEEE 41st International Symposium on Computer Architecture, 2014

SCORPIO: 36-core shared memory processor demonstrating snoopy coherence on a mesh interconnect.

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

Proceedings of the 2014 IEEE Hot Chips 26 Symposium (HCS), 2014

2013

Single-Cycle Multihop Asynchronous Repeated Traversal: A SMART Future for Reconfigurable On-Chip Networks.

Tushar Krishna, Chia-Hsin Owen Chen, Sunghyun Park, Woo-Cheol Kwon, Suvinay Subramanian, Anantha P. Chandrakasan, Li-Shiuan Peh

Computer, 2013

No silver bullet: extending SDN to the data plane.

Anirudh Sivaraman, Keith Winstein, Suvinay Subramanian, Hari Balakrishnan

Proceedings of the Twelfth ACM Workshop on Hot Topics in Networks, 2013

SMART: a single-cycle reconfigurable NoC for SoC applications.

Chia-Hsin Owen Chen, Sunghyun Park, Tushar Krishna, Suvinay Subramanian, Anantha P. Chandrakasan, Li-Shiuan Peh

Proceedings of the Design, Automation and Test in Europe, 2013