Rate Coding or Direct Coding: Which One is Better for Accurate, Robust, and Energy-efficient Spiking Neural Networks? Y Kim, H Park, A Moitra, A Bhattacharjee, Y Venkatesha, P Panda 2022 IEEE International Conference on Acoustics, Speech and Signal Processing, 2022 | 60 | 2022 |
SATA: Sparsity-Aware Training Accelerator for Spiking Neural Networks R Yin, A Moitra, A Bhattacharjee, Y Kim, P Panda IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2022 | 40 | 2022 |
Rethinking non-idealities in memristive crossbars for adversarial robustness in neural networks A Bhattacharjee, P Panda arXiv preprint arXiv:2008.11298, 2020 | 24 | 2020 |
NEAT: Nonlinearity Aware Training for Accurate, Energy-Efficient, and Robust Implementation of Neural Networks on 1T-1R Crossbars A Bhattacharjee*, L Bhatnagar*, Y Kim*, P Panda IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2021 | 20 | 2021 |
SpikeSim: An end-to-end Compute-in-Memory Hardware Evaluation Tool for Benchmarking Spiking Neural Networks A Moitra*, A Bhattacharjee*, R Kuang, G Krishnan, Y Cao, P Panda IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2022 | 16 | 2022 |
Activation Density based Mixed-Precision Quantization for Energy Efficient Neural Networks K Vasquez*, Y Venkatesha*, A Bhattacharjee, A Moitra, P Panda 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2021 | 16 | 2021 |
Examining the Robustness of Spiking Neural Networks on Non-ideal Memristive Crossbars A Bhattacharjee*, Y Kim*, A Moitra, P Panda ACM/IEEE ISLPED 2022 (Best Paper Award), 2022 | 15 | 2022 |
Switchx: Gmin-gmax switching for energy-efficient and robust implementation of binary neural networks on reram xbars A Bhattacharjee, P Panda ACM Transactions on Design Automation of Electronic Systems, 2022 | 12* | 2022 |
Examining and Mitigating the Impact of Crossbar Non-idealities for Accurate Implementation of Sparse Deep Neural Networks A Bhattacharjee, L Bhatnagar, P Panda 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2022 | 11 | 2022 |
Efficiency-driven Hardware Optimization for Adversarially Robust Neural Networks A Bhattacharjee*, A Moitra*, P Panda 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2021 | 10 | 2021 |
MIME: Adapting a Single Neural Network for Multi-task Inference with Memory-efficient Dynamic Pruning A Bhattacharjee, Y Venkatesha, A Moitra, P Panda 59th Design Automation Conference (DAC), 2022, 2022 | 6 | 2022 |
Comprehensive Understanding of Silicon-Nanowire Field-Effect Transistor Impedimetric Readout for Biomolecular Sensing A Bhattacharjee*, TC Nguyen*, V Pachauri, S Ingebrandt, XT Vu Micromachines 12 (1), 39, 2020 | 6 | 2020 |
Are SNNs Truly Energy-efficient? A Hardware Perspective A Bhattacharjee*, R Yin*, A Moitra*, P Panda 2024 IEEE International Conference on Acoustics, Speech and Signal …, 2024 | 3 | 2024 |
Examining the Role and Limits of Batchnorm Optimization to Mitigate Diverse Hardware-noise in In-memory Computing A Bhattacharjee, A Moitra, Y Kim, Y Venkatesha, P Panda ACM Proceedings of the Great Lakes Symposium on VLSI (GLSVLSI) 2023, 2023 | 2 | 2023 |
XPert: Peripheral Circuit & Neural Architecture Co-search for Area and Energy-efficient Xbar-based Computing A Moitra, A Bhattacharjee, Y Kim, P Panda 60th Design Automation Conference (DAC), 2023, 2023 | 2 | 2023 |
A low power, charge-sensitive preamplifier integrated with a silicon nanowire biosensor A Bhattacharjee, K Kandpal 2021 IEEE Latin America Electron Devices Conference (LAEDC), 1-4, 2021 | 2 | 2021 |
Metastability with Emerging Reconfigurable Transistors: Exploiting Ambipolarity for Throughput A Bhattacharjee, S Rai, A Rupani, M Raitza, A Kumar IFIP/IEEE 29th International Conference on Very Large Scale Integration …, 2021 | 2 | 2021 |
XploreNAS: Explore Adversarially Robust & Hardware-efficient Neural Architectures for Non-ideal Xbars A Bhattacharjee, A Moitra, P Panda ACM Transactions on Embedded Computing Systems, 2023 | 1 | 2023 |
DeepCAM: A Fully CAM-based Inference Accelerator with Variable Hash Lengths for Energy-efficient Deep Neural Networks DT Nguyen, A Bhattacharjee, A Moitra, P Panda 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2023 | 1 | 2023 |
End-true: Emerging nanotechnology-based double-throughput true random number generator S Rai, N Gupta, A Bhattacharjee, A Rupani, M Raitza, J Trommer, ... IFIP/IEEE International Conference on Very Large Scale Integration-System on …, 2021 | 1 | 2021 |