Sara Babakniya

According to our database, Sara Babakniya authored at least 8 papers between 2021 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

AICircuit: A Multi-Level Dataset and Benchmark for AI-Driven Analog Integrated Circuit Design.

Asal Mehradfar, Xuzhe Zhao, Yue Niu, Sara Babakniya, Mahdi Alesheikh, Hamidreza Aghasi, Salman Avestimehr

CoRR, 2024

2023

Revisiting Sparsity Hunting in Federated Learning: Why does Sparsity Consensus Matter?

Sara Babakniya, Souvik Kundu, Saurav Prakash, Yue Niu, Salman Avestimehr

Trans. Mach. Learn. Res., 2023

SLoRA: Federated Parameter Efficient Fine-Tuning of Language Models.

Sara Babakniya, Ahmed Roushdy Elkordy, Yahya H. Ezzeldin, Qingfeng Liu, Kee-Bong Song, Mostafa El-Khamy, Salman Avestimehr

CoRR, 2023

Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory.

Sara Babakniya, Zalan Fabian, Chaoyang He, Mahdi Soltanolkotabi, Salman Avestimehr

CoRR, 2023

A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks.

Sara Babakniya, Zalan Fabian, Chaoyang He, Mahdi Soltanolkotabi, Salman Avestimehr

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022

Defending against Poisoning Backdoor Attacks on Federated Meta-learning.

Chien-Lun Chen, Sara Babakniya, Marco Paolieri, Leana Golubchik

ACM Trans. Intell. Syst. Technol., 2022

Federated Sparse Training: Lottery Aware Model Compression for Resource Constrained Edge.

Sara Babakniya, Souvik Kundu, Saurav Prakash, Yue Niu, Salman Avestimehr

CoRR, 2022

2021

Deep-n-Cheap: An Automated Efficient and Extensible Search Framework for Cost-Effective Deep Learning.

Sourya Dey, Sara Babakniya, Saikrishna C. Kanala, Marco Paolieri, Leana Golubchik, Peter A. Beerel, Keith M. Chugg

SN Comput. Sci., 2021