publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2024

  1. Training Ultra-Low-Latency Spiking Neural Networks from Scratch
    Gourav Datta, Zeyu Liu, and Peter A. Beerel
    In ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024
  2. AFLoRA: Adaptive Freezing of Low Rank Adaptation in Parameter Efficient Fine-Tuning of Large Models
    Zeyu Liu, Souvik Kundu, Anni Li, and 3 more authors
    2024
  3. LMUFormer: Low Complexity Yet Powerful Spiking Model With Legendre Memory Units
    Zeyu Liu, Gourav Datta, Anni Li, and 1 more author
    In The Twelfth International Conference on Learning Representations, 2024
  4. Can we get the best of both Binary Neural Networks and Spiking Neural Networks for Efficient Computer Vision?
    Gourav Datta, Zeyu Liu, and Peter Anthony Beerel
    In The Twelfth International Conference on Learning Representations, 2024

2023

  1. When Bio-Inspired Computing meets Deep Learning: Low-Latency, Accurate, & Energy-Efficient Spiking Neural Networks from Artificial Neural Networks
    Gourav Datta, Zeyu Liu, James Diffenderfer, and 2 more authors
    2023
  2. Bridging the Gap Between Spiking Neural Networks & LSTMs for Latency & Energy Efficiency
    Gourav Datta, Haoqin Deng, Robert Aviles, and 2 more authors
    In 2023 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), 2023
  3. In-Sensor & Neuromorphic Computing Are all You Need for Energy Efficient Computer Vision
    Gourav Datta, Zeyu Liu, Md Abdullah-Al Kaiser, and 6 more authors
    In ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
  4. Enabling ISPless Low-Power Computer Vision
    Gourav Datta, Zeyu Liu, Zihan Yin, and 3 more authors
    In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Jan 2023

2022

  1. Hoyer regularizer is all you need for ultra low-latency spiking neural networks
    Gourav Datta, Zeyu Liu, and Peter A. Beerel
    Jan 2022
  2. P2M-DeTrack: Processing-in-Pixel-in-Memory for Energy-efficient and Real-Time Multi-Object Detection and Tracking
    Gourav Datta, Souvik Kundu, Zihan Yin, and 11 more authors
    In 2022 IFIP/IEEE 30th International Conference on Very Large Scale Integration (VLSI-SoC), Jan 2022