Swagath Venkataramani

Title

Principal Research Scientist, AIU Architecture and Compilers

Publications

DyVEDeep: Dynamic Variable Effort Deep Neural Networks
- - Sanjay Ganapathy
  - Swagath Venkataramani
  - et al.
- 2020
- ACM TECS
Hybrid 8-bit floating point (HFP8) training and inference for deep neural networks
- - Xiao Sun
  - Jungwook Choi
  - et al.
- 2019
- NeurIPS 2019
Memory and Interconnect Optimizations for Peta-Scale Deep Learning Systems
- - Swagath Venkataramani
  - Vijayalakshmi Srinivasan
  - et al.
- 2019
- HiPC 2019
Performance-driven Programming of Multi-TFLOP Deep Learning Accelerators∗
- - Swagath Venkataramani
  - Jungwook Choi
  - et al.
- 2019
- IISWC 2019
DeepTools: Compiler and Execution Runtime Extensions for RaPiD AI Accelerator
- - Swagath Venkataramani
  - Jungwook Choi
  - et al.
- 2019
- IEEE Micro
Dynamic Spike Bundling for Energy-Efficient Spiking Neural Networks
- - Sarada Krithivasan
  - Sanchari Sen
  - et al.
- 2019
- ISLPED 2019
BiScaled-DNN: Quantizing long-tailed datastructures with two scale factors for deep neural networks
- - Shubham Jain
  - Swagath Venkataramani
  - et al.
- 2019
- DAC 2019
SparCE: Sparsity Aware General-Purpose Core Extensions to Accelerate Deep Neural Networks
- - Sanchari Sen
  - Shubham Jain
  - et al.
- 2019
- IEEE TC
A Compiler for Deep Neural Network Accelerators to Generate Optimized Code for a Wide Range of Data Parameters from a Hand-crafted Computation Kernel
- - Eri Ogawa
  - Kazuaki Ishizaki
  - et al.
- 2019
- COOL CHIPS 2019
Data Subsetting: A Data-Centric Approach to Approximate Computing
- - Younghoon Kim
  - Swagath Venkataramani
  - et al.
- 2019
- DATE 2019

Patents

- 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
- 14 Jun 2021
- US
- 11037650
Self-evaluating Array Of Memory
- 24 May 2021
- US
- 11016840
Low-overhead Error Prediction And Preemption In Deep Neural Network Using Apriori Network Statistics
- 16 Nov 2020
- US
- 10838868
Programmable Data Delivery By Load And Store Agents On A Processing Chip Interfacing With On-chip Memory Components And Directing Data To External Memory Components

Top collaborators

Alberto Mannari

Software Developer

Xiaodong Cui

Principal Research Scientist

Kaoutar El Maghraoui

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