Tushar Krishna

Tushar Krishna

Georgia Institute of Technology

H-index: 37

North America-United States

About Tushar Krishna

Tushar Krishna, With an exceptional h-index of 37 and a recent h-index of 32 (since 2020), a distinguished researcher at Georgia Institute of Technology, specializes in the field of Computer Architecture, Interconnection Networks, Network-on-Chip, Deep Learning Accelerators.

His recent articles reflect a diverse array of research interests and contributions to the field:

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

H3DFact: Heterogeneous 3D Integrated CIM for Factorization with Holographic Perceptual Representations

Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI

Accurate Low-Degree Polynomial Approximation of Non-polynomial Operators for Fast Private Inference in Homomorphic Encryption

Perspectives on AI Architectures and Codesign for Earth System Predictability

Abstracting Sparse DNN Acceleration via Structured Sparse Tensor Decomposition

Gear: An efficient kv cache compression recipefor near-lossless generative inference of llm

Algorithm-Hardware Co-Design of Distribution-Aware Logarithmic-Posit Encodings for Efficient DNN Inference

Tushar Krishna Information

University

Position

Assistant Professor

Citations(all)

15419

Citations(since 2020)

9966

Cited By

8986

hIndex(all)

37

hIndex(since 2020)

32

i10Index(all)

81

i10Index(since 2020)

73

Email

University Profile Page

Georgia Institute of Technology

Google Scholar

View Google Scholar Profile

Tushar Krishna Skills & Research Interests

Computer Architecture

Interconnection Networks

Network-on-Chip

Deep Learning Accelerators

Top articles of Tushar Krishna

Title

Journal

Author(s)

Publication Date

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

arXiv preprint arXiv:2402.04744

Abhimanyu Rajeshkumar Bambhaniya

Amir Yazdanbakhsh

Suvinay Subramanian

Sheng-Chun Kao

Shivani Agrawal

...

2024/2/7

H3DFact: Heterogeneous 3D Integrated CIM for Factorization with Holographic Perceptual Representations

arXiv preprint arXiv:2404.04173

Zishen Wan

Che-Kai Liu

Mohamed Ibrahim

Hanchen Yang

Samuel Spetalnick

...

2024/4/5

Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI

Conference on Machine Learning and Systems (MLSys) Workshop on Systems for Next-Gen AI Paradigms, 1-6

Zishen Wan

Che-Kai Liu

Hanchen Yang

Chaojian Li

Haoran You

...

2024/1/2

Accurate Low-Degree Polynomial Approximation of Non-polynomial Operators for Fast Private Inference in Homomorphic Encryption

arXiv preprint arXiv:2404.03216

Jianming Tong

Jingtian Dang

Anupam Golder

Callie Hao

Arijit Raychowdhury

...

2024/4/4

Perspectives on AI Architectures and Codesign for Earth System Predictability

Artificial Intelligence for the Earth Systems

Maruti K Mudunuru

James Ang

Mahantesh Halappanavar

Simon D Hammond

Maya B Gokhale

...

2024/1

Abstracting Sparse DNN Acceleration via Structured Sparse Tensor Decomposition

arXiv preprint arXiv:2403.07953

Geonhwa Jeong

Po-An Tsai

Abhimanyu R Bambhaniya

Stephen W Keckler

Tushar Krishna

2024/3/12

Gear: An efficient kv cache compression recipefor near-lossless generative inference of llm

arXiv preprint arXiv:2403.05527

Hao Kang

Qingru Zhang

Souvik Kundu

Geonhwa Jeong

Zaoxing Liu

...

2024/3/8

Algorithm-Hardware Co-Design of Distribution-Aware Logarithmic-Posit Encodings for Efficient DNN Inference

arXiv preprint arXiv:2403.05465

Akshat Ramachandran

Zishen Wan

Geonhwa Jeong

John Gustafson

Tushar Krishna

2024/3/8

Mitigating Timing-Based NoC Side-Channel Attacks With LLC Remapping

IEEE Computer Architecture Letters

Anurag Kar

Xueyang Liu

Yonghae Kim

Gururaj Saileshwar

Hyesoon Kim

...

2023/5/16

TNT: A Modular Approach to Traversing Physically Heterogeneous NOCs at Bare-wire Latency

ACM Transactions on Architecture and Code Optimization

Gokul Subramanian Ravi

Tushar Krishna

Mikko Lipasti

2023/7/19

Session details: Session 2A: ML Design Space ExplorationGeneration

Tushar Krishna

2023/10/28

XRBench: An extended reality (XR) machine learning benchmark suite for the metaverse

Proceedings of Machine Learning and Systems

Hyoukjun Kwon

Krishnakumar Nair

Jamin Seo

Jason Yik

Debabrata Mohapatra

...

2023/3/18

AIrchitect: Automating Hardware Architecture and Mapping Optimization

Ananda Samajdar

Jan Moritz Joseph

Tushar Krishna

2023/4/17

PAF-FHE: Low-Cost Accurate Non-Polynomial Operator Polynomial Approximation in Fully Homomorphic Encryption Based ML Inference

Jingtian Dang

Jianming Tong

Anupam Golder

Arijit Raychowdhury

Cong Hao

...

2023/5/11

Efficient distributed inference of deep neural networks via restructuring and pruning

Proceedings of the AAAI Conference on Artificial Intelligence

Afshin Abdi

Saeed Rashidi

Faramarz Fekri

Tushar Krishna

2023/6/26

Hardware-Software co-design for real-time latency-accuracy navigation in tinyML applications

IEEE Micro

Payman Behnam

Jianming Tong

Alind Khare

Yangyu Chen

Yue Pan

...

2023/9/20

Vegeta: Vertically-integrated extensions for sparse/dense gemm tile acceleration on cpus

Geonhwa Jeong

Sana Damani

Abhimanyu Rajeshkumar Bambhaniya

Eric Qin

Christopher J Hughes

...

2023/2/25

TACOS: Topology-Aware Collective Algorithm Synthesizer for Distributed Training

arXiv preprint arXiv:2304.05301

William Won

Midhilesh Elavazhagan

Sudarshan Srinivasan

Ajaya Durg

Swati Gupta

...

2023/4/11

A High Performance Computing Architecture for Real-Time Digital Emulation of RF Interactions

Mandovi Mukherjee

Nael Mizanur Rahman

Coleman DeLude

Joseph Driscoll

Uday Kamal

...

2023/5/1

Accelerating Attention Based Models via HW-SW Co-Design using Fine-Grained Sparsification

Abhimanyu Rajesh Bambhaniya

Amir Yazdanbakhsh

Suvinay Subramanian

Tushar Krishna

2023/6/15

See List of Professors in Tushar Krishna University(Georgia Institute of Technology)

Co-Authors

H-index: 71
Joel Emer

Joel Emer

Massachusetts Institute of Technology

H-index: 64
Li-Shiuan Peh

Li-Shiuan Peh

National University of Singapore

H-index: 11
Somayeh Sardashti

Somayeh Sardashti

University of Wisconsin-Madison

H-index: 11
Ananda Samajdar

Ananda Samajdar

Georgia Institute of Technology

H-index: 5
Mayank Parasar

Mayank Parasar

Georgia Institute of Technology

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