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Sai Aparna Aketi
Sai Aparna Aketi
Central Applied Science @ Meta
Adresse e-mail validée de meta.com - Page d'accueil
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Année
Toward scalable, efficient, and accurate deep spiking neural networks with backward residual connections, stochastic softmax, and hybridization
P Panda, SA Aketi, K Roy
Frontiers in Neuroscience 14, 535502, 2020
1062020
Gradual Channel Pruning while Training using Feature Relevance Scores for Convolutional Neural Networks
SA Aketi, S Roy, A Raghunathan, K Roy
IEEE Access 8, 171924-171932, 2020
242020
Single-error hardened and multiple-error tolerant guarded dual modular redundancy technique
SA Aketi, J Mekie, H Shah
2018 31st International Conference on VLSI Design and 2018 17th …, 2018
112018
SERAD: Soft Error Resilient Asynchronous Design using a Bundled Data Protocol
SA Aketi, S Gupta, H Cheng, J Mekie, PA Beerel
IEEE Transactions on Circuits and Systems I: Regular Papers 67 (5), 1667 - 1677, 2020
102020
Sparse-push: Communication-& energy-efficient decentralized distributed learning over directed & time-varying graphs with non-IID datasets
SA Aketi, A Singh, J Rabaey
arXiv preprint arXiv:2102.05715, 2021
92021
Low precision decentralized distributed training over IID and non-IID data
SA Aketi, S Kodge, K Roy
Neural Networks 155, 451-460, 2022
62022
Neighborhood Gradient Clustering: An Efficient Decentralized Learning Method for Non-IID Data
SA Aketi, S Kodge, K Roy
Federated Learning and Analytics in Practice: Algorithms, Systems …, 2023
4*2023
Global update tracking: A decentralized learning algorithm for heterogeneous data
SA Aketi, A Hashemi, K Roy
Advances in Neural Information Processing Systems 36, 2024
32024
Homogenizing Non-IID datasets via In-Distribution Knowledge Distillation for Decentralized Learning
D Ravikumar, G Saha, SA Aketi, K Roy
arXiv preprint arXiv:2304.04326, 2023
32023
Neighborhood gradient mean: An efficient decentralized learning method for non-iid data
SA Aketi, S Kodge, K Roy
Transactions on Machine Learning Research, 2023
22023
CoDeC: Communication-Efficient Decentralized Continual Learning
S Choudhary, SA Aketi, G Saha, K Roy
arXiv preprint arXiv:2303.15378, 2023
22023
Cross-feature Contrastive Loss for Decentralized Deep Learning on Heterogeneous Data
SA Aketi, K Roy
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2024
12024
Relevant-features based Auxiliary Cells for Energy Efficient Detection of Natural Errors
SA Aketi, P Panda, K Roy
arXiv preprint arXiv:2002.11052, 2020
12020
Towards Two-Stream Foveation-based Active Vision Learning
T Ibrayev, A Mukherjee, SA Aketi, K Roy
IEEE Transactions on Cognitive and Developmental Systems, 2024
2024
AdaGossip: Adaptive Consensus Step-size for Decentralized Deep Learning with Communication Compression
S Aparna Aketi, A Hashemi, K Roy
arXiv e-prints, arXiv: 2404.05919, 2024
2024
Efficient Decentralized Learning Methods for Deep Neural Networks
SA Aketi
Purdue University Graduate School, 2024
2024
Averaging Rate Scheduler for Decentralized Learning on Heterogeneous Data
SA Aketi, S Choudhary, K Roy
arXiv preprint arXiv:2403.03292, 2024
2024
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