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Nitin Rathi
Nitin Rathi
PhD Student, Purdue University
Geverifieerd e-mailadres voor purdue.edu
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Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation
N Rathi, G Srinivasan, P Panda, K Roy
International Conference on Learning Representations (ICLR), 2020
2832020
DIET-SNN: A Low-Latency Spiking Neural Network With Direct Input Encoding and Leakage and Threshold Optimization
N Rathi, K Roy
IEEE Transactions on Neural Networks and Learning Systems 34 (6), 3174-3182, 2021
1542021
DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks
N Rathi, K Roy
arXiv preprint arXiv:2008.03658, 2020
1302020
STDP-Based Pruning of Connections and Weight Quantization in Spiking Neural Networks for Energy-Efficient Recognition
N Rathi, P Panda, K Roy
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2018
1192018
Inherent adversarial robustness of deep spiking neural networks: Effects of discrete input encoding and non-linear activations
S Sharmin, N Rathi, P Panda, K Roy
Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23 …, 2020
792020
Construction and analysis of the protein-protein interaction networks based on gene expression profiles of Parkinson's disease
H Rakshit, N Rathi, D Roy
PloS one 9 (8), e103047, 2014
712014
Impact of process-variations in STTRAM and adaptive boosting for robustness
S Motaman, S Ghosh, N Rathi
2015 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2015
572015
Exploring neuromorphic computing based on spiking neural networks: Algorithms to hardware
N Rathi, I Chakraborty, A Kosta, A Sengupta, A Ankit, P Panda, K Roy
ACM Computing Surveys 55 (12), 1-49, 2023
442023
STDP Based Unsupervised Multimodal Learning With Cross-Modal Processing in Spiking Neural Networks
N Rathi, K Roy
IEEE Transactions on Emerging Topics in Computational Intelligence 5 (1 …, 2018
332018
Data privacy in non-volatile cache: Challenges, attack models and solutions
N Rathi, S Ghosh, A Iyengar, H Naeimi
2016 21st Asia and South Pacific Design Automation Conference (ASP-DAC), 348-353, 2016
302016
Side channel attacks on STTRAM and low-overhead countermeasures
N Rathi, H Naeimi, S Ghosh
arXiv preprint arXiv:1603.06675, 2016
29*2016
Epigenetic Drug Repositioning for Alzheimer’s Disease Based on Epigenetic Targets in Human Interactome
P Chatterjee, D Roy, N Rathi
Journal of Alzheimer's Disease 61 (1), 53-65, 2018
272018
IMPULSE: A 65-nm Digital Compute-in-Memory Macro With Fused Weights and Membrane Potential for Spike-Based Sequential Learning Tasks
A Agrawal, M Ali, M Koo, N Rathi, A Jaiswal, K Roy
IEEE Solid-State Circuits Letters 4, 137-140, 2021
242021
Towards ultra low latency spiking neural networks for vision and sequential tasks using temporal pruning
SS Chowdhury, N Rathi, K Roy
European Conference on Computer Vision, 709-726, 2022
142022
Cache bypassing and checkpointing to circumvent data security attacks on sttram
N Rathi, A De, H Naeimi, S Ghosh
arXiv preprint arXiv:1603.06227, 2016
11*2016
Exploring Spike-Based Learning for Neuromorphic Computing: Prospects and Perspectives
N Rathi, A Agrawal, C Lee, AK Kosta, K Roy
2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), 902-907, 2021
102021
Accurate and Accelerated Neuromorphic Network Design Leveraging A Bayesian Hyperparameter Pareto Optimization Approach
M Parsa, C Schuman, N Rathi, A Ziabari, D Rose, JP Mitchell, ...
International Conference on Neuromorphic Systems 2021, 1-8, 2021
52021
Efficiency attacks on spiking neural networks
S Krithivasan, S Sen, N Rathi, K Roy, A Raghunathan
Proceedings of the 59th ACM/IEEE Design Automation Conference, 373-378, 2022
22022
Magnetic Tunnel Junction Reliability Assessment Under Process Variations and Activity Factors and Mitigation Techniques
AS Iyengar, S Ghosh, N Rathi
Journal of Low Power Electronics 14 (2), 217-226, 2018
12018
One Timestep is All You Need: Training Spiking Neural Networks with Ultra Low Latency
S Shafayet Chowdhury, N Rathi, K Roy
arXiv e-prints, arXiv: 2110.05929, 2021
2021
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Artikelen 1–20