DyVEDeep: Dynamic Variable Effort Deep Neural Networks
- Sanjay Ganapathy
- Swagath Venkataramani
- et al.
- 2020
- ACM TECS
Swagath Venkataramani
Title
Principal Research Scientist, AIU Architecture and Compilers
Publications
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
- US
- 11810340
- TW
- I818518
- TW
- I813258
- US
- 11669489
- TW
- I804209
- CN
- ZL202010150294.1
- US
- 11599795
- US
- 11556450
- US
- 11551054
- JP
- 7190799
Top collaborators
AM
Alberto Mannari
Software Developer
XC
Xiaodong Cui
Principal Research Scientist
KE
Kaoutar El Maghraoui
Principal Research Scientist and Manager, AIU Spyre Model Enablement, AI Hardware Center