Nitin Rathi

Employment

• Meta
  2021 - Present
• Purdue University Research Assistant
  2016 - 2021
• University of South Florida Research Assistant
  2014 - 2016

Education

• Purdue University PhD
  2016 - 2021

Projects & Funding

Projects & funding information is unavailable.

Publications (22)

• Exploring Neuromorphic Computing Based on Spiking Neural Networks: Algorithms to Hardware
  ACM Computing Surveys 2023 DOI: 10.1145/3571155
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• Efficiency Attacks on Spiking Neural Networks
  Proceedings of the Acm/ieee Design Automation Conference, Dac 2022 DOI: 10.1145/3489517.3530443
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• Towards Ultra Low Latency Spiking Neural Networks for Vision and Sequential Tasks Using Temporal Pruning
  2022 DOI: 10.1007/978-3-031-20083-0_42
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• STDP Based Unsupervised Multimodal Learning With Cross-Modal Processing in Spiking Neural Networks
  IEEE Transactions on Emerging Topics in Computational Intelligence 2021 DOI: 10.1109/TETCI.2018.2872014
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• DIET-SNN: A Low-Latency Spiking Neural Network With Direct Input Encoding and Leakage and Threshold Optimization
  IEEE Transactions on Neural Networks and Learning Systems 2021 DOI: 10.1109/TNNLS.2021.3111897
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• Exploring Spike-Based Learning for Neuromorphic Computing: Prospects and Perspectives
  Design, Automation and Test in Europe Conference (DATE) 2021 DOI: 10.23919/DATE51398.2021.9473964
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• IMPULSE: A 65-nm Digital Compute-in-Memory Macro With Fused Weights and Membrane Potential for Spike-Based Sequential Learning Tasks
  IEEE Solid-State Circuits Letters 2021 DOI: 10.1109/LSSC.2021.3092727
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• DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks
  ArXiv 2020
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• Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation
  ArXiv 2020
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• Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations
  ArXiv 2020
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