Nitin Rathi

Publication Activity (10 Years)

Years Active: 2015-2023
Publications (10 Years): 22

Top Topics

Spiking Neural Networks

Countermeasures

Top Venues

IEEE Trans. Neural Networks Learn. Syst.

Publications

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) (2023)
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) (2023)
Sarada Krithivasan, Sanchari Sen, Nitin Rathi, Kaushik Roy, Anand Raghunathan
Efficiency attacks on spiking neural networks. DAC (2022)
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)
Nitin Rathi, Amogh Agrawal, Chankyu Lee, Adarsh Kumar Kosta, Kaushik Roy
Exploring Spike-Based Learning for Neuromorphic Computing: Prospects and Perspectives. DATE (2021)
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)
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 (2021)
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) (2021)
Sayeed Shafayet Chowdhury, Nitin Rathi, Kaushik Roy
One Timestep is All You Need: Training Spiking Neural Networks with Ultra Low Latency. CoRR (2021)
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)
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 (2020)
Nitin Rathi, Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation. CoRR (2020)
Nitin Rathi, Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation. ICLR (2020)
Nitin Rathi, Kaushik Roy
DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks. CoRR (2020)
Seyedhamidreza Motaman, Swaroop Ghosh, Nitin Rathi
Cache Bypassing and Checkpointing to Circumvent Data Security Attacks on STTRAM. IEEE Trans. Emerg. Top. Comput. 7 (2) (2019)
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) (2019)
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) (2018)
Nitin Rathi, Priyadarshini Panda, Kaushik Roy
STDP Based Pruning of Connections and Weight Quantization in Spiking Neural Networks for Energy Efficient Recognition. CoRR (2017)
Nitin Rathi, Swaroop Ghosh, Anirudh Iyengar, Helia Naeimi
Data privacy in non-volatile cache: Challenges, attack models and solutions. ASP-DAC (2016)
Nitin Rathi, Helia Naeimi, Swaroop Ghosh
Side Channel Attacks on STTRAM and Low-Overhead Countermeasures. CoRR (2016)
Nitin Rathi, Asmit De, Helia Naeimi, Swaroop Ghosh
Cache Bypassing and Checkpointing to Circumvent Data Security Attacks on STTRAM. CoRR (2016)
Anirudh Iyengar, Swaroop Ghosh, Nitin Rathi, Helia Naeimi
Side channel attacks on STTRAM and low-overhead countermeasures. DFT (2016)
Seyedhamidreza Motaman, Swaroop Ghosh, Nitin Rathi
Impact of process-variations in STTRAM and adaptive boosting for robustness. DATE (2015)