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
94 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
55 2022 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
28 2022 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
28 2021 Rethinking non-idealities in memristive crossbars for adversarial robustness in neural networks A Bhattacharjee, P Panda
arXiv preprint arXiv:2008.11298, 2020
26 2020 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
22 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
21 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
14 * 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
13 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
11 2021 Are SNNs Truly Energy-efficient? A Bhattacharjee*, R Yin*, A Moitra*, P Panda
2024 IEEE International Conference on Acoustics, Speech and Signal …, 2024
10 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
8 2023 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
7 2022 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
6 2023 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 ClipFormer: Key-Value Clipping of Transformers on Memristive Crossbars for Write Noise Mitigation A Bhattacharjee, A Moitra, P Panda
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2024
4 2024 HyDe: A Hybrid PCM/FeFET/SRAM Device-search for Optimizing Area and Energy-efficiencies in Analog IMC Platforms A Bhattacharjee, A Moitra, P Panda
IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS), 2023
4 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
4 2021 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
3 2023 When In-memory Computing Meets Spiking Neural Networks--A Perspective on Device-Circuit-System-and-Algorithm Co-design A Moitra*, A Bhattacharjee*, Y Li, Y Kim, P Panda
Applied Physics Reviews, 2024, 2024
2 2024 
Priyadarshini (Priya) PandaAssistant Professor, Electrical Engineering, Yale UniversityGeverifieerd e-mailadres voor yale.edu