Swagath Venkataramani

Title

Principal Research Scientist, AIU Architecture and Compilers

Swagath Venkataramani

Publications

A Scalable Multi-TeraOPS Core for AI Training and Inference
- - Sunil Shukla
  - Bruce Fleischer
  - et al.
- 2018
- IEEE SSC-L
A Scalable Multi-TeraOPS Deep Learning Processor Core for AI Trainina and Inference
- - Bruce Fleischer
  - Sunil Shukla
  - et al.
- 2018
- VLSI Circuits 2018
DyHard-DNN: Even more DNN acceleration with dynamic hardware reconfiguration
- - Mateja Putic
  - Alper Buyuktosunoglu
  - et al.
- 2018
- DAC 2018
Compensated-DNN: Energy efficient low-precision deep neural networks by compensating quantization errors
- - Shubham Jain
  - Swagath Venkataramani
  - et al.
- 2018
- DAC 2018
Exploiting approximate computing for deep learning acceleration
- - Chia-Yu Chen
  - Jungwook Choi
  - et al.
- 2018
- DATE 2018
Very low voltage (VLV) design
- - Ramon Bertran
  - Pradip Bose
  - et al.
- 2017
- ICCD 2017
POSTER: Design Space Exploration for Performance Optimization of Deep Neural Networks on Shared Memory Accelerators
- - Swagath Venkataramani
  - Jungwook Choi
  - et al.
- 2017
- PACT 2017
Scaledeep: A scalable compute architecture for learning and evaluating deep networks
- - Swagath Venkataramani
  - Ashish Ranjan
  - et al.
- 2017
- ISCA 2017
INVITED: Accelerator Design for Deep Learning Training: Extended Abstract: Invited
- - Ankur Agrawal
  - Chia-Yu Chen
  - et al.
- 2017
- DAC 2017

Patents

- 16 Jan 2023
- US
- 11556450
Hybrid Data-model Parallelism For Efficient Deep Learning
- 09 Jan 2023
- US
- 11551054
System-aware Selective Quantization For Performance Optimized Distributed Deep Learning
- 07 Dec 2022
- JP
- 7190799
Low Precision Deep Neural Network Enabled By Compensation Instructions
- 06 Dec 2022
- GB
- 2590000
Low Precision Deep Neural Network Enabled By Compensation Instructions
- 20 Oct 2022
- JP
- 7163381
Facilitating Neural Network Efficiency
- 29 Aug 2022
- US
- 11429524
Optimized Hierarchical Scratchpads For Enhanced Artificial Intelligence Accelerator Core Utilization
- 06 Jun 2022
- US
- 11354573
Dynamically Resizing Minibatch In Neural Network Execution
- 28 Feb 2022
- US
- 11263518
Bi-scaled Deep Neural Networks
- 06 Dec 2021
- US
- 11195096
Facilitating Neural Network Efficiency
- 29 Nov 2021
- US
- 11188820
Deep Neural Network Performance Analysis On Shared Memory Accelerator Systems

Top collaborators

AM

Alberto Mannari

Alberto Mannari

Software Developer

XC

Xiaodong Cui

Xiaodong Cui

Principal Research Scientist

KE

Kaoutar El Maghraoui

Kaoutar El Maghraoui

Principal Research Scientist and Manager, AIU Spyre Model Enablement, AI Hardware Center