Boybat, Irem

Equivalent-accuracy accelerated neural-network training using analogue memory

Ambrogio, S., Narayanan, P., Tsai, H., Shelby, R. M., Boybat, I., di Nolfo, C., Sidler, S., Giordano, M., Bodini, M., Farinha, N. C. P., et al. (2018) · Nature

Advanced Memory and Neural ComputingNeural Networks and Applications

Cited by 1,151

Experimental Demonstration and Tolerancing of a Large-Scale Neural Network (165 000 Synapses) Using Phase-Change Memory as the Synaptic Weight Element

Burr, G. W., Shelby, R. M., Sidler, S., di Nolfo, C., Jang, J., Boybat, I., Shenoy, R. S., Narayanan, P., Virwani, K., Giacometti, E. U., et al. (2015) · IEEE Transactions on Electron Devices

Advanced Memory and Neural ComputingNeural Networks and Applications

Cited by 936

Neuromorphic computing with multi-memristive synapses

Boybat, I., Le Gallo, M., Nandakumar, S. R., Moraitis, T., Parnell, T., Tuma, T., Rajendran, B., Leblebici, Y., Sebastian, A., & Eleftheriou, E. (2018) · Nature Communications

Advanced Memory and Neural ComputingNeural Networks and Reservoir Computing

Cited by 899

Accurate deep neural network inference using computational phase-change memory

Joshi, V., Le Gallo, M., Haefeli, S., Boybat, I., Nandakumar, S. R., Piveteau, C., Dazzi, M., Rajendran, B., Sebastian, A., & Eleftheriou, E. (2020) · Nature Communications

Advanced Memory and Neural ComputingAdvanced Neural Network Applications

Cited by 490

Mixed-Precision Deep Learning Based on Computational Memory

Nandakumar, S. R., Le Gallo, M., Piveteau, C., Joshi, V., Mariani, G., Boybat, I., Karunaratne, G., Khaddam-Aljameh, R., Egger, U., Petropoulos, A., et al. (2020) · Frontiers in Neuroscience

Advanced Memory and Neural ComputingAdvanced Neural Network Applications

Cited by 120

A Heterogeneous and Programmable Compute-In-Memory Accelerator Architecture for Analog-AI Using Dense 2-D Mesh

Jain, S., Tsai, H., Chen, C.-T., Muralidhar, R., Boybat, I., Frank, M. M., Woźniak, S., Stanisavljevic, M., Adusumilli, P., Narayanan, P., et al. (2023) · IEEE Transactions on Very Large Scale Integration (VLSI) Systems

Advanced Memory and Neural ComputingParallel Computing and Optimization Techniques

Cited by 76

Large-scale neural networks implemented with Non-Volatile Memory as the synaptic weight element: Impact of conductance response

Sidler, S., Boybat, I., Shelby, R. M., Narayanan, P., Jang, J., Fumarola, A., Moon, K., Leblebici, Y., Hwang, H., & Burr, G. W. (2016) · 2016 46th European Solid-State Device Research Conference (ESSDERC)

Advanced Memory and Neural ComputingFerroelectric and Negative Capacitance Devices

Cited by 47

Phase-Change Memory Models for Deep Learning Training and Inference

Nandakumar, S. R., Boybat, I., Joshi, V., Piveteau, C., Le Gallo, M., Rajendran, B., Sebastian, A., & Eleftheriou, E. (2019) · 2019 26th IEEE International Conference on Electronics, Circuits and Systems (ICECS)

Advanced Memory and Neural ComputingPhase-change materials and chalcogenides

Cited by 34

Mushroom-Type phase change memory with projection liner: An array-level demonstration of conductance drift and noise mitigation

Bruce, R. L., Sarwat, S. G., Boybat, I., Cheng, C.-W., Kim, W., Nandakumar, S. R., Mackin, C., Philip, T., Liu, Z., Brew, K., et al. (2021) · 2021 IEEE International Reliability Physics Symposium (IRPS)

Advanced Memory and Neural ComputingPhase-change materials and chalcogenides

Cited by 23

Stochastic weight updates in phase-change memory-based synapses and their influence on artificial neural networks

Boybat, I., Le Gallo, M., Moraitis, T., Leblebici, Y., Sebastian, A., & Eleftheriou, E. (2017) · 2017 13th Conference on Ph.D. Research in Microelectronics and Electronics (PRIME)

Advanced Memory and Neural ComputingFerroelectric and Negative Capacitance Devices

Cited by 20

Supervised learning in spiking neural networks with MLC PCM synapses

Nandakumar, S. R., Boybat, I., Le Gallo, M., Sebastian, A., Rajendran, B., & Eleftheriou, E. (2017) · 2017 75th Annual Device Research Conference (DRC)

Advanced Memory and Neural ComputingNeural dynamics and brain function

Cited by 13