| 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, 653, 2020 | 186 | 2020 |
| 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 | 32 | 2020 |
| Global update tracking: A decentralized learning algorithm for heterogeneous data SA Aketi, A Hashemi, K Roy Advances in neural information processing systems 36, 48939-48961, 2023 | 18 | 2023 |
| 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 | 16 | 2018 |
| Low precision decentralized distributed training over IID and non-IID data SA Aketi, S Kodge, K Roy Neural Networks 155, 451-460, 2022 | 15 | 2022 |
| 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 | 12 | 2020 |
| 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 | 11 | 2021 |
| 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 | 9 | 2023 |
| Neighborhood gradient mean: An efficient decentralized learning method for non-iid data SA Aketi, S Kodge, K Roy Transactions on Machine Learning Research, 2023 | 8 | 2023 |
| Toward Two-Stream Foveation-Based Active Vision Learning T Ibrayev, A Mukherjee, SA Aketi, K Roy IEEE Transactions on Cognitive and Developmental Systems 16 (5), 1843-1860, 2024 | 6 | 2024 |
| Sourjya Roy, Anand Raghunathan, and Kaushik Roy SA Aketi Gradual channel pruning while training using feature relevance scores for …, 2020 | 6 | 2020 |
| 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 …, 0 | 6* | |
| CoDeC: Communication-Efficient Decentralized Continual Learning S Choudhary, SA Aketi, G Saha, K Roy Transactions on Machine Learning Research, 2024 | 5 | 2024 |
| Averaging Rate Scheduler for Decentralized Learning on Heterogeneous Data SA Aketi, S Choudhary, K Roy arXiv preprint arXiv:2403.03292, 2024 | 2 | 2024 |
| Scaling Private Deep Learning with Opacus: Advances for Large Language Models SA Aketi, W Bullock, I Kalemaj, E Ullah, H Zhang Championing Open-source DEvelopment in ML Workshop@ ICML25, 2025 | 1 | 2025 |
| SADDLe: Sharpness-Aware Decentralized Deep Learning with Heterogeneous Data S Choudhary, SA Aketi, K Roy 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV …, 2025 | 1 | 2025 |
| Relevant-features based Auxiliary Cells for Energy Efficient Detection of Natural Errors SA Aketi, P Panda, K Roy arXiv preprint arXiv:2002.11052, 2020 | 1 | 2020 |
| AdaGossip: Adaptive Consensus Step-size for Decentralized Deep Learning with Communication Compression SA Aketi, A Hashemi, K Roy arXiv preprint arXiv:2404.05919, 2024 | | 2024 |
| Efficient Decentralized Learning Methods for Deep Neural Networks SA Aketi Purdue University, 2024 | | 2024 |
| 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 | | 2024 |
Kaushik RoyProfessor of Electrical and Computer Engineering, Purdue UniversityVerified email at purdue.edu
