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Nitin Rathi
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2020 – today
- 2023
- [j6]Nitin Rathi, Indranil Chakraborty, Adarsh Kosta, Abhronil Sengupta, Aayush Ankit, Priyadarshini Panda, Kaushik Roy:
Exploring Neuromorphic Computing Based on Spiking Neural Networks: Algorithms to Hardware. ACM Comput. Surv. 55(12): 243:1-243:49 (2023) - [j5]Nitin Rathi, Kaushik Roy:
DIET-SNN: A Low-Latency Spiking Neural Network With Direct Input Encoding and Leakage and Threshold Optimization. IEEE Trans. Neural Networks Learn. Syst. 34(6): 3174-3182 (2023) - 2022
- [c9]Sarada Krithivasan, Sanchari Sen, Nitin Rathi, Kaushik Roy, Anand Raghunathan:
Efficiency attacks on spiking neural networks. DAC 2022: 373-378 - [c8]Sayeed Shafayet Chowdhury, Nitin Rathi, Kaushik Roy:
Towards Ultra Low Latency Spiking Neural Networks for Vision and Sequential Tasks Using Temporal Pruning. ECCV (11) 2022: 709-726 - 2021
- [j4]Nitin Rathi, Kaushik Roy:
STDP Based Unsupervised Multimodal Learning With Cross-Modal Processing in Spiking Neural Networks. IEEE Trans. Emerg. Top. Comput. Intell. 5(1): 143-153 (2021) - [c7]Nitin Rathi, Amogh Agrawal, Chankyu Lee, Adarsh Kumar Kosta, Kaushik Roy:
Exploring Spike-Based Learning for Neuromorphic Computing: Prospects and Perspectives. DATE 2021: 902-907 - [c6]Maryam Parsa, Catherine D. Schuman, Nitin Rathi, Amirkoushyar Ziabari, Derek C. Rose, J. Parker Mitchell, J. Travis Johnston, Bill Kay, Steven R. Young, Kaushik Roy:
Accurate and Accelerated Neuromorphic Network Design Leveraging A Bayesian Hyperparameter Pareto Optimization Approach. ICONS 2021: 14:1-14:8 - [i8]Amogh Agrawal, Mustafa Fayez Ali, Minsuk Koo, Nitin Rathi, Akhilesh Jaiswal, Kaushik Roy:
IMPULSE: A 65nm Digital Compute-in-Memory Macro with Fused Weights and Membrane Potential for Spike-based Sequential Learning Tasks. CoRR abs/2105.08217 (2021) - [i7]Sayeed Shafayet Chowdhury, Nitin Rathi, Kaushik Roy:
One Timestep is All You Need: Training Spiking Neural Networks with Ultra Low Latency. CoRR abs/2110.05929 (2021) - 2020
- [c5]Saima Sharmin, Nitin Rathi, Priyadarshini Panda, Kaushik Roy:
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-linear Activations. ECCV (29) 2020: 399-414 - [c4]Nitin Rathi, Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy:
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation. ICLR 2020 - [i6]Saima Sharmin, Nitin Rathi, Priyadarshini Panda, Kaushik Roy:
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations. CoRR abs/2003.10399 (2020) - [i5]Nitin Rathi, Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy:
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation. CoRR abs/2005.01807 (2020) - [i4]Nitin Rathi, Kaushik Roy:
DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks. CoRR abs/2008.03658 (2020)
2010 – 2019
- 2019
- [j3]Nitin Rathi, Priyadarshini Panda, Kaushik Roy:
STDP-Based Pruning of Connections and Weight Quantization in Spiking Neural Networks for Energy-Efficient Recognition. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 38(4): 668-677 (2019) - [j2]Seyedhamidreza Motaman, Swaroop Ghosh, Nitin Rathi:
Cache Bypassing and Checkpointing to Circumvent Data Security Attacks on STTRAM. IEEE Trans. Emerg. Top. Comput. 7(2): 262-270 (2019) - 2018
- [j1]Anirudh Srikant Iyengar, Swaroop Ghosh, Nitin Rathi:
Magnetic Tunnel Junction Reliability Assessment Under Process Variations and Activity Factors and Mitigation Techniques. J. Low Power Electron. 14(2): 217-226 (2018) - 2017
- [i3]Nitin Rathi, Priyadarshini Panda, Kaushik Roy:
STDP Based Pruning of Connections and Weight Quantization in Spiking Neural Networks for Energy Efficient Recognition. CoRR abs/1710.04734 (2017) - 2016
- [c3]Nitin Rathi, Swaroop Ghosh, Anirudh Iyengar, Helia Naeimi:
Data privacy in non-volatile cache: Challenges, attack models and solutions. ASP-DAC 2016: 348-353 - [c2]Anirudh Iyengar, Swaroop Ghosh, Nitin Rathi, Helia Naeimi:
Side channel attacks on STTRAM and low-overhead countermeasures. DFT 2016: 141-146 - [i2]Nitin Rathi, Asmit De, Helia Naeimi, Swaroop Ghosh:
Cache Bypassing and Checkpointing to Circumvent Data Security Attacks on STTRAM. CoRR abs/1603.06227 (2016) - [i1]Nitin Rathi, Helia Naeimi, Swaroop Ghosh:
Side Channel Attacks on STTRAM and Low-Overhead Countermeasures. CoRR abs/1603.06675 (2016) - 2015
- [c1]Seyedhamidreza Motaman, Swaroop Ghosh, Nitin Rathi:
Impact of process-variations in STTRAM and adaptive boosting for robustness. DATE 2015: 1431-1436
Coauthor Index
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