Nitin Rathi

According to our database, Nitin Rathi authored at least 20 papers between 2015 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2023

Exploring Neuromorphic Computing Based on Spiking Neural Networks: Algorithms to Hardware.

Nitin Rathi, Indranil Chakraborty, Adarsh Kosta, Abhronil Sengupta, Aayush Ankit, Priyadarshini Panda, Kaushik Roy

ACM Comput. Surv., December, 2023

DIET-SNN: A Low-Latency Spiking Neural Network With Direct Input Encoding and Leakage and Threshold Optimization.

Nitin Rathi, Kaushik Roy

IEEE Trans. Neural Networks Learn. Syst., June, 2023

2022

Towards Ultra Low Latency Spiking Neural Networks for Vision and Sequential Tasks Using Temporal Pruning.

Sayeed Shafayet Chowdhury, Nitin Rathi, Kaushik Roy

Proceedings of the Computer Vision - ECCV 2022, 2022

Efficiency attacks on spiking neural networks.

Sarada Krithivasan, Sanchari Sen, Nitin Rathi, Kaushik Roy, Anand Raghunathan

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

2021

STDP Based Unsupervised Multimodal Learning With Cross-Modal Processing in Spiking Neural Networks.

Nitin Rathi, Kaushik Roy

IEEE Trans. Emerg. Top. Comput. Intell., 2021

One Timestep is All You Need: Training Spiking Neural Networks with Ultra Low Latency.

Sayeed Shafayet Chowdhury, Nitin Rathi, Kaushik Roy

CoRR, 2021

IMPULSE: A 65nm Digital Compute-in-Memory Macro with Fused Weights and Membrane Potential for Spike-based Sequential Learning Tasks.

Amogh Agrawal, Mustafa Fayez Ali, Minsuk Koo, Nitin Rathi, Akhilesh Jaiswal, Kaushik Roy

CoRR, 2021

Accurate and Accelerated Neuromorphic Network Design Leveraging A Bayesian Hyperparameter Pareto Optimization Approach.

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

Proceedings of the ICONS 2021: International Conference on Neuromorphic Systems 2021, 2021

Exploring Spike-Based Learning for Neuromorphic Computing: Prospects and Perspectives.

Nitin Rathi, Amogh Agrawal, Chankyu Lee, Adarsh Kumar Kosta, Kaushik Roy

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

2020

DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks.

Nitin Rathi, Kaushik Roy

CoRR, 2020

Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation.

Nitin Rathi, Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy

Proceedings of the 8th International Conference on Learning Representations, 2020

Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-linear Activations.

Saima Sharmin, Nitin Rathi, Priyadarshini Panda, Kaushik Roy

Proceedings of the Computer Vision - ECCV 2020, 2020

2019

Cache Bypassing and Checkpointing to Circumvent Data Security Attacks on STTRAM.

Seyedhamidreza Motaman, Swaroop Ghosh, Nitin Rathi

IEEE Trans. Emerg. Top. Comput., 2019

STDP-Based Pruning of Connections and Weight Quantization in Spiking Neural Networks for Energy-Efficient Recognition.

Nitin Rathi, Priyadarshini Panda, Kaushik Roy

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2019

2018

Magnetic Tunnel Junction Reliability Assessment Under Process Variations and Activity Factors and Mitigation Techniques.

Anirudh Srikant Iyengar, Swaroop Ghosh, Nitin Rathi

J. Low Power Electron., 2018

2016

Side Channel Attacks on STTRAM and Low-Overhead Countermeasures.

Nitin Rathi, Helia Naeimi, Swaroop Ghosh

CoRR, 2016

Cache Bypassing and Checkpointing to Circumvent Data Security Attacks on STTRAM.

Nitin Rathi, Asmit De, Helia Naeimi, Swaroop Ghosh

CoRR, 2016

Side channel attacks on STTRAM and low-overhead countermeasures.

Anirudh Iyengar, Swaroop Ghosh, Nitin Rathi, Helia Naeimi

Proceedings of the 2016 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems, 2016

Data privacy in non-volatile cache: Challenges, attack models and solutions.

Nitin Rathi, Swaroop Ghosh, Anirudh Iyengar, Helia Naeimi

Proceedings of the 21st Asia and South Pacific Design Automation Conference, 2016

2015

Impact of process-variations in STTRAM and adaptive boosting for robustness.

Seyedhamidreza Motaman, Swaroop Ghosh, Nitin Rathi

Proceedings of the 2015 Design, Automation & Test in Europe Conference & Exhibition, 2015