Nikhil Garg

Publications

Article dans une revue (9)

Unsupervised local learning based on voltage-dependent synaptic plasticity for resistive and ferroelectric synapses Nikhil Garg,Ismael Balafrej,Joao Henrique Quintino Palhares,Laura Bégon-Lours,Davide Floriniet al. Communications Materials, 2026, 7, pp.19. ⟨10.1038/s43246-025-01033-5⟩ Article dans une revue hal-05480282v1
All‐in‐One Analog AI Hardware: On‐Chip Training and Inference with Conductive‐Metal‐Oxide/HfO&lt;sub&gt;x&lt;/sub&gt; ReRAM Devices Donato Francesco Falcone,Victoria Clerico,Wooseok Choi,Tommaso Stecconi,Folkert Horstet al. Advanced Functional Materials, 2025, pp.2504688. ⟨10.1002/adfm.202504688⟩ Article dans une revue hal-05148002v1
28 nm FDSOI embedded PCM exhibiting near zero drift at 12 K for cryogenic SNNs Joao Henrique Quintino Palhares,Nikhil Garg,Pierre-Antoine Mouny,Yann Beilliard,J. Sandriniet al. npj Unconventional Computing, 2024, 1 (1), pp.8. ⟨10.1038/s44335-024-00008-y⟩ Article dans une revue hal-04757815v1
Phase Change Memory Drift Compensation in Spiking Neural Networks Using a Non-Linear Current Scaling Strategy Joao Henrique Quintino Palhares,Nikhil Garg,Yann Beilliard,Lorena Anghel,Fabien Alibartet al. Journal of Low Power Electronics and Applications, 2024, 14 (4), pp.50. ⟨10.3390/jlpea14040050⟩ Article dans une revue hal-04757786v1
Neuromorphic Signal Classification using Organic Electrochemical Transistor Array and Spiking Neural Simulations Mahdi Ghazal,Ankush Kumar,Nikhil Garg,Sébastien Pecqueur,Fabien Alibart IEEE Sensors Journal, 2024, 24 (6), pp.9104 - 9114. ⟨10.1109/JSEN.2024.3353307⟩ Article dans une revue hal-04434358v1
Structural plasticity for neuromorphic networks with electropolymerized dendritic PEDOT connections Kamila Janzakova,Ismael Balafrej,Ankush Kumar,Nikhil Garg,Corentin Scholaertet al. Nature Communications, 2023, 14 (1), pp.040202. ⟨10.1038/s41467-023-43887-8⟩ Article dans une revue hal-04348649v1
Unsupervised and efficient learning in sparsely activated convolutional spiking neural networks enabled by voltage-dependent synaptic plasticity Gaspard Goupy,Alexandre Juneau-Fecteau,Nikhil Garg,Ismael Balafrej,F. Alibartet al. Neuromorphic Computing and Engineering, 2023, 3 (1), pp.014001. ⟨10.1088/2634-4386/acad98⟩ Article dans une revue hal-03968284v1
Decoding the neural signatures of valence and arousal from portable EEG headset Nikhil Garg,Rohit Garg,Apoorv Anand,Veeky Baths Frontiers in Human Neuroscience, 2022, 16, pp.1051463. ⟨10.3389/fnhum.2022.1051463⟩ Article dans une revue hal-03930971v1
Voltage-dependent synaptic plasticity: Unsupervised probabilistic Hebbian plasticity rule based on neurons membrane potential Nikhil Garg,Ismael Balafrej,Terrence Stewart,Jean-Michel Portal,Marc Bocquetet al. Frontiers in Neuroscience, 2022, 16, 983950, 12 p. ⟨10.3389/fnins.2022.983950⟩ Article dans une revue hal-03834905v1

Communication dans un congrès (2)

Versatile CMOS Analog LIF Neuron for Memristor-Integrated Neuromorphic Circuits Nikhil Garg,Davide Florini,Patrick Dufour,Eloir Muhr,Mathieu Fayeet al. 2024 International Conference on Neuromorphic Systems (ICONS), Jul 2024, Arlington, France. pp.185-192, ⟨10.1109/ICONS62911.2024.00034⟩ Communication dans un congrès hal-04932261v1
Alzheimer’s Dementia Detection Using Acoustic & Linguistic Features and Pre-trained BERT Akshay Valsaraj,Ithihas Madala,Nikhil Garg,Veeky Baths 2021 8th International Conference on Soft Computing & Machine Intelligence (ISCMI), Nov 2021, Cario, Egypt. pp.171-175, ⟨10.1109/ISCMI53840.2021.9654804⟩ Communication dans un congrès hal-03666188v1

Thèse (1)

Neuromorphic in-memory learning with analog integrated circuits and nanoscale memristive devices Nikhil Garg Physics [physics]. Université de Lille; Université de Sherbrooke (Québec, Canada), 2024. English. ⟨NNT : 2024ULILN043⟩ Thèse tel-04821563v2