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S. R. Nandakumar
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2020 – today
- 2023
- [i7]Malte J. Rasch, Charles Mackin, Manuel Le Gallo, An Chen, Andrea Fasoli, Frédéric Odermatt, Ning Li, S. R. Nandakumar, Pritish Narayanan, Hsinyu Tsai, Geoffrey W. Burr, Abu Sebastian, Vijay Narayanan
:
Hardware-aware training for large-scale and diverse deep learning inference workloads using in-memory computing-based accelerators. CoRR abs/2302.08469 (2023) - 2022
- [j4]Riduan Khaddam-Aljameh
, Milos Stanisavljevic, Jordi Fornt Mas
, Geethan Karunaratne
, Matthias Brändli
, Feng Liu
, Abhairaj Singh
, Silvia M. Müller, Urs Egger, Anastasios Petropoulos
, Theodore Antonakopoulos
, Kevin Brew, Samuel Choi, Injo Ok, Fee Li Lie, Nicole Saulnier
, Victor Chan
, Ishtiaq Ahsan, Vijay Narayanan
, S. R. Nandakumar
, Manuel Le Gallo
, Pier Andrea Francese
, Abu Sebastian
, Evangelos Eleftheriou
:
HERMES-Core - A 1.59-TOPS/mm2 PCM on 14-nm CMOS In-Memory Compute Core Using 300-ps/LSB Linearized CCO-Based ADCs. IEEE J. Solid State Circuits 57(4): 1027-1038 (2022) - [j3]Chuteng Zhou
, Fernando García-Redondo
, Julian Büchel, Irem Boybat
, Xavier Timoneda Comas, S. R. Nandakumar, Shidhartha Das
, Abu Sebastian
, Manuel Le Gallo
, Paul N. Whatmough
:
ML-HW Co-Design of Noise-Robust TinyML Models and Always-On Analog Compute-in-Memory Edge Accelerator. IEEE Micro 42(6): 76-87 (2022) - [j2]Manuel Le Gallo
, S. R. Nandakumar, Lazar Ciric, Irem Boybat
, Riduan Khaddam-Aljameh, Charles Mackin
, Abu Sebastian
:
Precision of bit slicing with in-memory computing based on analog phase-change memory crossbars. Neuromorph. Comput. Eng. 2(1): 14009 (2022) - 2021
- [c9]Robert L. Bruce, Syed Ghazi Sarwat
, Irem Boybat, Cheng-Wei Cheng, Wanki Kim, S. R. Nandakumar, Charles Mackin
, Timothy Philip, Zuoguang Liu, Kevin Brew, Nanbo Gong, Injo Ok, Praneet Adusumilli, Katie Spoon, Stefano Ambrogio, Benedikt Kersting, Thomas Bohnstingl, Manuel Le Gallo, Andrew Simon, Ning Li, Iqbal Saraf, Jin-Ping Han, Lynne M. Gignac, John M. Papalia, Tenko Yamashita, Nicole Saulnier, Geoffrey W. Burr, Hsinyu Tsai, Abu Sebastian
, Vijay Narayanan
, Matthew BrightSky:
Mushroom-Type phase change memory with projection liner: An array-level demonstration of conductance drift and noise mitigation. IRPS 2021: 1-6 - [c8]Michele Martemucci
, Benedikt Kersting, Riduan Khaddam-Aljameh, Irem Boybat, S. R. Nandakumar, Urs Egger, Matthew BrightSky, Robert L. Bruce, Manuel Le Gallo, Abu Sebastian
:
Accurate Weight Mapping in a Multi-Memristive Synaptic Unit. ISCAS 2021: 1-5 - [c7]Riduan Khaddam-Aljameh, Milos Stanisavljevic, Jordi Fornt Mas
, Geethan Karunaratne, Matthias Braendli
, Femg Liu, Abhairaj Singh, Silvia M. Müller, Urs Egger, Anastasios Petropoulos, Theodore Antonakopoulos, Kevin Brew, Samuel Choi, Injo Ok, Fee Li Lie, Nicole Saulnier, Victor Chan, Ishtiaq Ahsan, Vijay Narayanan
, S. R. Nandakumar, Manuel Le Gallo, Pier Andrea Francese
, Abu Sebastian
, Evangelos Eleftheriou:
HERMES Core - A 14nm CMOS and PCM-based In-Memory Compute Core using an array of 300ps/LSB Linearized CCO-based ADCs and local digital processing. VLSI Circuits 2021: 1-2 - [i6]Chuteng Zhou, Fernando García-Redondo, Julian Büchel, Irem Boybat, Xavier Timoneda Comas, S. R. Nandakumar, Shidhartha Das, Abu Sebastian, Manuel Le Gallo, Paul N. Whatmough:
AnalogNets: ML-HW Co-Design of Noise-robust TinyML Models and Always-On Analog Compute-in-Memory Accelerator. CoRR abs/2111.06503 (2021) - 2020
- [i5]S. R. Nandakumar, Bipin Rajendran:
Bio-mimetic Synaptic Plasticity and Learning in a sub-500mV Cu/SiO2/W Memristor. CoRR abs/2001.09299 (2020) - [i4]S. R. Nandakumar, Manuel Le Gallo, Christophe Piveteau, Vinay Joshi, Giovanni Mariani, Irem Boybat, Geethan Karunaratne, Riduan Khaddam-Aljameh, Urs Egger, Anastasios Petropoulos, Theodore Antonakopoulos, Bipin Rajendran, Abu Sebastian, Evangelos Eleftheriou:
Mixed-precision deep learning based on computational memory. CoRR abs/2001.11773 (2020)
2010 – 2019
- 2019
- [j1]Evangelos Eleftheriou, Manuel Le Gallo, S. R. Nandakumar, Christophe Piveteau
, Irem Boybat, Vinay Joshi
, Riduan Khaddam-Aljameh
, Martino Dazzi, Iason Giannopoulos, Geethan Karunaratne, Benedikt Kersting, Milos Stanisavljevic, Vara Prasad Jonnalagadda, Nikolas Ioannou, Kornilios Kourtis, Pier Andrea Francese
, Abu Sebastian
:
Deep learning acceleration based on in-memory computing. IBM J. Res. Dev. 63(6): 7:1-7:16 (2019) - [c6]S. R. Nandakumar, Irem Boybat, Vinay Joshi
, Christophe Piveteau
, Manuel Le Gallo, Bipin Rajendran, Abu Sebastian
, Evangelos Eleftheriou:
Phase-Change Memory Models for Deep Learning Training and Inference. ICECS 2019: 727-730 - [c5]Abu Sebastian
, Irem Boybat, Martino Dazzi, Iason Giannopoulos, Vara Prasad Jonnalagadda, Vinay Joshi, Geethan Karunaratne, Benedikt Kersting, Riduan Khaddam-Aljameh
, S. R. Nandakumar, Anastasios Petropoulos, Christophe Piveteau, Theodore Antonakopoulos, Bipin Rajendran, Manuel Le Gallo
, Evangelos Eleftheriou:
Computational memory-based inference and training of deep neural networks. VLSI Circuits 2019: 168- - [i3]S. R. Nandakumar, Irem Boybat, Manuel Le Gallo, Evangelos Eleftheriou, Abu Sebastian, Bipin Rajendran:
Supervised Learning in Spiking Neural Networks with Phase-Change Memory Synapses. CoRR abs/1905.11929 (2019) - 2018
- [c4]S. R. Nandakumar, Manuel Le Gallo
, Irem Boybat
, Bipin Rajendran, Abu Sebastian
, Evangelos Eleftheriou:
Mixed-precision architecture based on computational memory for training deep neural networks. ISCAS 2018: 1-5 - [c3]Irem Boybat, S. R. Nandakumar, Manuel Le Gallo
, Bipin Rajendran, Yusuf Leblebici, Abu Sebastian
, Evangelos Eleftheriou:
Impact of conductance drift on multi-PCM synaptic architectures. NVMTS 2018: 1-4 - 2017
- [c2]Irem Boybat
, Manuel Le Gallo
, S. R. Nandakumar, Timoleon Moraitis
, Tomas Tuma, Bipin Rajendran, Yusuf Leblebici, Abu Sebastian
, Evangelos Eleftheriou:
An efficient synaptic architecture for artificial neural networks. NVMTS 2017: 1-4 - [i2]Irem Boybat, Manuel Le Gallo, S. R. Nandakumar, Timoleon Moraitis, Thomas P. Parnell, Tomas Tuma, Bipin Rajendran, Yusuf Leblebici, Abu Sebastian, Evangelos Eleftheriou:
Neuromorphic computing with multi-memristive synapses. CoRR abs/1711.06507 (2017) - [i1]S. R. Nandakumar, Manuel Le Gallo, Irem Boybat, Bipin Rajendran, Abu Sebastian, Evangelos Eleftheriou:
Mixed-precision training of deep neural networks using computational memory. CoRR abs/1712.01192 (2017) - 2015
- [c1]Chirag Shetty, Sri Nitchith, Rishabh Rawat, S. R. Nandakumar
, Pritesh Shah, Shruti R. Kulkarni, Bipin Rajendran
:
Live demonstration: Spiking neural circuit based navigation inspired by C. elegans thermotaxis. ISCAS 2015: 1905
Coauthor Index
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