Publications

77 results for Sidney Tsai

Analog-memory-based 14nm Hardware Accelerator for Dense Deep Neural Networks including Transformers
- - Atsuya Okazaki
  - Pritish Narayanan
  - et al.
- 2022
- ISCAS 2022
Fully On-Chip MAC at 14 nm Enabled by Accurate Row-Wise Programming of PCM-Based Weights and Parallel Vector-Transport in Duration-Format
- - Pritish Narayanan
  - Stefano Ambrogio
  - et al.
- 2021
- IEEE T-ED
Noise-Resilient DNN: Tolerating Noise in PCM-Based AI Accelerators via Noise-Aware Training
- - Sanjay Kariyappa
  - Hsinyu Tsai
  - et al.
- 2021
- IEEE T-ED
Toward Software-Equivalent Accuracy on Transformer-Based Deep Neural Networks With Analog Memory Devices
- - Katherine Spoon
  - Hsinyu Tsai
  - et al.
- 2021
- Frontiers in Computational Neuroscience
Fully on-chip MAC at 14nm enabled by accurate row-wise programming of PCM-based weights and parallel vector-transport in duration-format
- - P. Narayanan
  - S. Ambrogio
  - et al.
- 2021
- VLSI 2021
Circuit techniques for efficient acceleration of deep neural network inference with Analog-AI (Invited)
- - Kohji Hosokawa
  - Pritish Narayanan
  - et al.
- 2021
- ISCAS 2021
Mushroom-Type phase change memory with projection liner: An array-level demonstration of conductance drift and noise mitigation
- - Robert L. Bruce
  - Syed Ghazi Sarwat
  - et al.
- 2021
- IRPS 2021
Progress in Analog DNN Hardware Accelerators using Phase Change Materials
- - Charles Mackin
  - Hsinyu Tsai
  - et al.
- 2020
- MRS Fall Meeting 2020
Optimization of Analog Accelerators for Deep Neural Networks Inference
- - Andrea Fasoli
  - Stefano Ambrogio
  - et al.
- 2020
- ISCAS 2020
Accelerating Deep Neural Networks with Analog Memory Devices
- - Stefano Ambrogio
  - Pritish Narayanan
  - et al.
- 2020
- AICAS 2020