Fast and robust analog in-memory deep neural network training
- Malte J. Rasch
- Fabio Carta
- et al.
- 2024
- Nature Communications
Publications
56 results for Tayfun Gokmen
Deep learning acceleration in 14nm CMOS compatible ReRAM array: device, material and algorithm co-optimization
- N. Gong
- Malte J. Rasch
- et al.
- 2022
- IEDM 2022
Neural network learning using non-ideal resistive memory devices
- Youngseok Kim
- Tayfun Gokmen
- et al.
- 2022
- Frontiers in Nanotechnology
Neural Network Training With Asymmetric Crosspoint Elements
- Murat Onen
- Tayfun Gokmen
- et al.
- 2022
- Frontiers in Artificial Intelligence
Impact of Asymmetric Weight Update on Neural Network Training With Tiki-Taka Algorithm
- Chaeun Lee
- Kyungmi Noh
- et al.
- 2022
- Frontiers in Neuroscience
Enabling Training of Neural Networks on Noisy Hardware
- Tayfun Gokmen
- 2021
- Frontiers in Artificial Intelligence
Hardware Algorithm Co-optimization on Resistive RAM Cross-bar Array for Scalable Analog Compute Technology for AI application
- Y. Kim
- S.-C. Seo
- et al.
- 2021
- SNW 2021
A Flexible and Fast PyTorch Toolkit for Simulating Training and Inference on Analog Crossbar Arrays
- Malte J. Rasch
- Diego Moreda
- et al.
- 2021
- AICAS 2021
Unassisted true analog neural network training chip
- Y. Kohda
- Y. Li
- et al.
- 2020
- IEDM 2020
DNN Training Algorithm for Nonsymmetric Devices
- Tayfun Gokmen
- 2020
- MRS Fall Meeting 2020