| 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 | 296 | 2020 |
| 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 | 164 | 2021 |
| 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 | 135 | 2020 |
| 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 | 122 | 2018 |
| 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 | 81 | 2020 |
| 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 | 71 | 2014 |
| 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 | 58 | 2015 |
| 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 | 48 | 2023 |
| 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 | 33 | 2018 |
| 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 | 30 | 2016 |
| 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 | 28 | 2018 |
| 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 | 24 | 2021 |
| 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 | 16 | 2022 |
| 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 | 10 | 2021 |
| 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 | 6 | 2021 |
| 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 | 3 | 2022 |
| 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 | 1 | 2018 |
| 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 |
Kaushik RoyProfessor of Electrical and Computer Engineering, Purdue UniversityVerified email at purdue.edu
