OnSRAM: Efficient Inter-Node On-Chip Scratchpad Management in Deep Learning Accelerators
- Subhankar Pal
- Swagath Venkataramani
- et al.
- 2022
- Transactions on Embedded Computing Systems
Paper
Publications
43 results for Swagath Venkataramani
Accelerating Inference and Language Model Fusion of Recurrent Neural Network Transducers via End-to-End 4-bit Quantization
- Andrea Fasoli
- Chia-Yu Chen
- et al.
- 2022
- INTERSPEECH 2022
Conference paperAccelerating DNN Training Through Selective Localized Learning
- Sarada Krithivasan
- Sanchari Sen
- et al.
- 2022
- Frontiers in Neuroscience
PaperA 7-nm Four-Core Mixed-Precision AI Chip with 26.2-TFLOPS Hybrid-FP8 Training, 104.9-TOPS INT4 Inference, and Workload-Aware Throttling
- Sae Kyu Lee
- Ankur Agrawal
- et al.
- 2021
- IEEE JSSC
Paper4-bit quantization of LSTM-based speech recognition models
- Andrea Fasoli
- Chia-Yu Chen
- et al.
- 2021
- INTERSPEECH 2021
Conference paperEfficacy of Pruning in Ultra-Low Precision DNNs
- Sanchari Sen
- Swagath Venkataramani
- et al.
- 2021
- ISLPED 2021
Conference paperRaPiD: AI Accelerator for Ultra-Low Precision Training and Inference
- Swagath Venkataramani
- Vijayalakshmi Srinivasan
- et al.
- 2021
- ISCA 2021
Conference paperEfficient Management of Scratch-Pad Memories in Deep Learning Accelerators
- Subhankar Pal
- Swagath Venkataramani
- et al.
- 2021
- ISPASS 2021
Conference paperA 7nm 4-Core AI Chip with 25.6TFLOPS Hybrid FP8 Training, 102.4TOPS INT4 Inference and Workload-Aware Throttling
- Ankur Agrawal
- Saekyu Lee
- et al.
- 2021
- ISSCC 2021
Conference paperValue Similarity Extensions for Approximate Computing in General-Purpose Processors
- Younghoon Kim
- Swagath Venkataramani
- et al.
- 2021
- DATE 2021
Conference paper