Deep learning incorporating biologically inspired neural dynamics and in-memory computing S Woźniak, A Pantazi, T Bohnstingl, E Eleftheriou Nature Machine Intelligence 2 (6), 325-336, 2020 | 69 | 2020 |
Neuromorphic hardware learns to learn T Bohnstingl, F Scherr, C Pehle, K Meier, W Maass Frontiers in neuroscience 13, 483, 2019 | 33 | 2019 |
Online spatio-temporal learning in deep neural networks T Bohnstingl, S Woźniak, A Pantazi, E Eleftheriou IEEE Transactions on Neural Networks and Learning Systems, 2022 | 9 | 2022 |
Mushroom-type phase change memory with projection liner: An array-level demonstration of conductance drift and noise mitigation RL Bruce, SG Sarwat, I Boybat, CW Cheng, W Kim, SR Nandakumar, ... 2021 IEEE International Reliability Physics Symposium (IRPS), 1-6, 2021 | 5 | 2021 |
Towards efficient end-to-end speech recognition with biologically-inspired neural networks T Bohnstingl, A Garg, S Woźniak, G Saon, E Eleftheriou, A Pantazi arXiv preprint arXiv:2110.02743, 2021 | 1 | 2021 |
Speech Recognition Using Biologically-Inspired Neural Networks T Bohnstingl, A Garg, S Woźniak, G Saon, E Eleftheriou, A Pantazi ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022 | | 2022 |
Method for designing an initialization function for programming a memory element T Bohnstingl, A Pantazi, SA Wozniak, ES Eleftheriou US Patent App. 17/085,071, 2022 | | 2022 |
Integrated circuit with a configurable neuromorphic neuron apparatus for artificial neural networks A Pantazi, M Stanisavljevic, SA Wozniak, T Bohnstingl, ES Eleftheriou US Patent App. 17/085,173, 2022 | | 2022 |
Online training of neural networks T Bohnstingl, SA Wozniak, A Pantazi, ES Eleftheriou US Patent App. 17/339,978, 2022 | | 2022 |
Memory-augmented spiking neural network system T Bohnstingl, A Pantazi, SA Wozniak, ES Eleftheriou US Patent App. 16/919,139, 2022 | | 2022 |
Crossbar arrays for computations in memory-augmented neural networks T Bohnstingl, A Pantazi, SA Wozniak, ES Eleftheriou US Patent App. 16/862,441, 2021 | | 2021 |
Neuromorphic device with crossbar array structure storing both weights and neuronal states of neural networks T Bohnstingl, A Pantazi, ES Eleftheriou US Patent App. 16/685,045, 2021 | | 2021 |
Biologically Inspired dynamics Enhance deep Learning S Woźniak, T Bohnstingl, A Pantazi Brain-inspired Computing, 8, 2021 | | 2021 |
Accelerating Spiking Neural Networks using Memristive Crossbar Arrays T Bohnstingl, A Pantazi, E Eleftheriou 2020 27th IEEE International Conference on Electronics, Circuits and Systems …, 2020 | | 2020 |