Прати
Sara Babakniya
Sara Babakniya
Верификована је имејл адреса на usc.edu
Наслов
Навело
Навело
Година
SLoRA: Federated parameter efficient fine-tuning of language models
S Babakniya, AR Elkordy, YH Ezzeldin, Q Liu, KB Song, M El-Khamy, ...
FL@FM-NeurIPS workshop 2023, 2023
592023
A data-free approach to mitigate catastrophic forgetting in federated class incremental learning for vision tasks
S Babakniya, Z Fabian, C He, M Soltanolkotabi, S Avestimehr
Advances in Neural Information Processing Systems 36, 66408-66425, 2023
302023
Federated sparse training: Lottery aware model compression for resource constrained edge
S Babakniya, S Kundu, S Prakash, Y Niu, S Avestimehr
NeurIPS 2022 Federated Learning Workshop, 2022
162022
Revisiting sparsity hunting in federated learning: Why does sparsity consensus matter?
S Babakniya, S Kundu, S Prakash, Y Niu, S Avestimehr
Transactions on Machine Learning Research, 2023
132023
Defending against poisoning backdoor attacks on federated meta-learning
CL Chen, S Babakniya, M Paolieri, L Golubchik
ACM Transactions on Intelligent Systems and Technology (TIST) 13 (5), 1-25, 2022
92022
AICircuit: A Multi-Level Dataset and Benchmark for AI-Driven Analog Integrated Circuit Design
A Mehradfar, X Zhao, Y Niu, S Babakniya, M Alesheikh, H Aghasi, ...
arXiv preprint arXiv:2407.18272, 2024
52024
Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory
S Babakniya, Z Fabian, C He, M Soltanolkotabi, S Avestimehr
ICML 2023 Federated Learning Workshop, 2023
52023
Deep-n-Cheap: An Automated Efficient and Extensible Search Framework for Cost-Effective Deep Learning
S Dey, S Babakniya, SC Kanala, M Paolieri, L Golubchik, PA Beerel, ...
SN Computer Science 2 (4), 265, 2021
22021
Lottery aware sparsity hunting: Enabling federated learning on resource-limited edge
S Babakniya, S Kundu, S Prakash, Y Niu, S Avestimehr
arXiv preprint arXiv:2208.13092, 2022
12022
Escaping Collapse: The Strength of Weak Data for Large Language Model Training
K Amin, S Babakniya, A Bie, W Kong, U Syed, S Vassilvitskii
arXiv preprint arXiv:2502.08924, 2025
2025
Supervised Learning for Analog and RF Circuit Design: Benchmarks and Comparative Insights
A Mehradfar, X Zhao, Y Niu, S Babakniya, M Alesheikh, H Aghasi, ...
arXiv preprint arXiv:2501.11839, 2025
2025
Systems and methods for tuning parameters of a machine learning model for federated learning
AR ElKordy, S Babakniya, Q Liu, M El-Khamy, YHE Essa, S Avestimehr
US Patent App. 18/646,660, 2024
2024
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