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Isha Garg
Isha Garg
Verified email at purdue.edu
Title
Cited by
Cited by
Year
Gradient projection memory for continual learning
G Saha, I Garg, K Roy
arXiv preprint arXiv:2103.09762, 2021
2812021
A low effort approach to structured CNN design using PCA
I Garg, P Panda, K Roy
IEEE Access 8, 1347-1360, 2019
812019
Constructing energy-efficient mixed-precision neural networks through principal component analysis for edge intelligence
I Chakraborty, D Roy, I Garg, A Ankit, K Roy
Nature Machine Intelligence 2 (1), 43-55, 2020
432020
Dct-snn: Using dct to distribute spatial information over time for low-latency spiking neural networks
I Garg, SS Chowdhury, K Roy
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021
332021
Spatio-temporal pruning and quantization for low-latency spiking neural networks
SS Chowdhury, I Garg, K Roy
2021 International Joint Conference on Neural Networks (IJCNN), 1-9, 2021
322021
Space: Structured compression and sharing of representational space for continual learning
G Saha, I Garg, A Ankit, K Roy
IEEE Access 9, 150480-150494, 2021
252021
Dct-snn: Using dct to distribute spatial information over time for learning low-latency spiking neural networks
I Garg, SS Chowdhury, K Roy
arXiv preprint arXiv:2010.01795, 2020
242020
Encoding hierarchical information in neural networks helps in subpopulation shift
A Mukherjee, I Garg, K Roy
IEEE Transactions on Artificial Intelligence 5 (2), 827-838, 2023
102023
Memorization through the lens of curvature of loss function around samples
I Garg, D Ravikumar, K Roy
arXiv preprint arXiv:2307.05831, 2023
92023
Samples with low loss curvature improve data efficiency
I Garg, K Roy
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
92023
Pcadriven hybrid network design for enabling intelligence at the edge
I Chakraborty, D Roy, I Garg, A Ankit, K Roy
CoRR, vol. abs/1906.01493, 2019
62019
Intra-class mixup for out-of-distribution detection
D Ravikumar, S Kodge, I Garg, K Roy
IEEE Access 11, 25968-25981, 2023
52023
TREND: Transferability-Based Robust ENsemble Design
D Ravikumar, S Kodge, I Garg, K Roy
IEEE Transactions on Artificial Intelligence 4 (3), 534-548, 2022
52022
Exploring vicinal risk minimization for lightweight out-of-distribution detection
D Ravikumar, S Kodge, I Garg, K Roy
arXiv preprint arXiv:2012.08398, 2020
42020
Estimation of SNM in latches and subsequent formation of a 10T CNFET bitcell
I Garg, P Sharma
2013 Proceedings of the 11th Workshop on Intelligent Solutions in Embedded …, 2013
12013
Revealing the Utilized Rank of Subspaces of Learning in Neural Networks
I Garg, C Koguchi, E Verma, D Ulbricht
arXiv preprint arXiv:2407.04797, 2024
2024
TOFU: Towards Obfuscated Federated Updates by Encoding Weight Updates into Gradients from Proxy Data
M Nagaraj, I Garg, K Roy
IEEE Access, 2024
2024
Pruning for Improved ADC Efficiency in Crossbar-based Analog In-memory Accelerators
T Ibrayev, I Garg, I Chakraborty, K Roy
arXiv preprint arXiv:2403.13082, 2024
2024
Introduction to Neural Networks
I Garg, K Roy
Advances in Electromagnetics Empowered by Artificial Intelligence and Deep …, 2023
2023
Spatio-Temporal Pruning and Quantization for Low-latency Spiking Neural Networks
S Shafayet Chowdhury, I Garg, K Roy
arXiv e-prints, arXiv: 2104.12528, 2021
2021
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