Signal and noise extraction from analog memory elements for neuromorphic computing
Gong, N, Idé, T, Kim, S, Boybat, I, Sebastian, A, Narayanan, V, Ando, T
Published in Nature communications (29.05.2018)
Published in Nature communications (29.05.2018)
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Journal Article
Mushroom-Type phase change memory with projection liner: An array-level demonstration of conductance drift and noise mitigation
Bruce, R.L., Sarwat, S. Ghazi, Boybat, I., Cheng, C.-W., Kim, W., Nandakumar, S.R., Mackin, C., Philip, T., Liu, Z., Brew, K., Gong, N., Ok, I., Adusumilli, P., Spoon, K., Ambrogio, S., Kersting, B., Bohnstingl, T., Gallo, M. Le, Simon, A., Li, N., Saraf, I., Han, J.-P., Gignac, L., Papalia, J.M., Yamashita, T., Saulnier, N., Burr, G. W., Tsai, H., Sebastian, A., Narayanan, V., BrightSky, M.
Published in 2021 IEEE International Reliability Physics Symposium (IRPS) (01.03.2021)
Published in 2021 IEEE International Reliability Physics Symposium (IRPS) (01.03.2021)
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Conference Proceeding
Large-scale neural networks implemented with non-volatile memory as the synaptic weight element: Comparative performance analysis (accuracy, speed, and power)
Burr, G. W., Narayanan, P., Shelby, R. M., Sidler, S., Boybat, I., di Nolfo, C., Leblebici, Y.
Published in 2015 IEEE International Electron Devices Meeting (IEDM) (01.12.2015)
Published in 2015 IEEE International Electron Devices Meeting (IEDM) (01.12.2015)
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Conference Proceeding
Journal Article
Design of Analog-AI Hardware Accelerators for Transformer-based Language Models (Invited)
Burr, G. W., Tsai, H., Simon, W., Boybat, I., Ambrogio, S., Ho, C.-E., Liou, Z.-W., Rasch, M., Buchel, J., Narayanan, P., Gordon, T., Jain, S., Levin, T. M., Hosokawa, K., Le Gallo, M., Smith, H., Ishii, M., Kohda, Y., Chen, A., Mackin, C., Fasoli, A., ElMaghraoui, K., Muralidhar, R., Okazaki, A., Chen, C. -T., Frank, M. M., Lammie, C., Vasilopoulos, A., Friz, A. M., Luquin, J., Teehan, S., Ahsan, I., Sebastian, A., Narayanan, V.
Published in 2023 International Electron Devices Meeting (IEDM) (09.12.2023)
Published in 2023 International Electron Devices Meeting (IEDM) (09.12.2023)
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Conference Proceeding
Computational memory-based inference and training of deep neural networks
Sebastian, A., Boybat, I., Dazzi, M., Giannopoulos, I., Jonnalagadda, V., Joshi, V., Karunaratne, G., Kersting, B., Khaddam-Aljameh, R., Nandakumar, S. R., Petropoulos, A., Piveteau, C., Antonakopoulos, T., Rajendran, B., Gallo, M. Le, Eleftheriou, E.
Published in 2019 Symposium on VLSI Technology (01.06.2019)
Published in 2019 Symposium on VLSI Technology (01.06.2019)
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Conference Proceeding
Supervised learning in spiking neural networks with MLC PCM synapses
Nandakumar, S. R., Boybat, I., Le Gallo, M., Sebastian, A., Rajendran, B., Eleftheriou, E.
Published in 2017 75th Annual Device Research Conference (DRC) (01.06.2017)
Published in 2017 75th Annual Device Research Conference (DRC) (01.06.2017)
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Conference Proceeding
Temperature sensitivity of analog in-memory computing using phase-change memory
Boybat, I., Kersting, B., Sarwat, S. Ghazi, Timoneda, X., Bruce, R. L., BrightSky, M., Gallo, M. Le, Sebastian, A.
Published in 2021 IEEE International Electron Devices Meeting (IEDM) (11.12.2021)
Published in 2021 IEEE International Electron Devices Meeting (IEDM) (11.12.2021)
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Conference Proceeding
Impact of conductance drift on multi-PCM synaptic architectures
Boybat, I., Nandakumar, S. R., Gallo, M. Le, Rajendran, B., Leblebici, Y., Sebastian, A., Eleftheriou, E.
Published in 2018 Non-Volatile Memory Technology Symposium (NVMTS) (01.10.2018)
Published in 2018 Non-Volatile Memory Technology Symposium (NVMTS) (01.10.2018)
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Conference Proceeding
Computational memory-based inference and training of deep neural networks
Sebastian, A., Boybat, I., Dazzi, M., Giannopoulos, I., Jonnalagadda, V., Joshi, V., Karunaratne, G., Kersting, B., Khaddam-Aljameh, R., Nandakumar, S. R., Petropoulos, A., Piveteau, C., Antonakopoulos, T., Rajendran, B., Gallo, M. Le, Eleftheriou, E.
Published in 2019 Symposium on VLSI Circuits (01.06.2019)
Published in 2019 Symposium on VLSI Circuits (01.06.2019)
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Conference Proceeding