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Sara Babakniya

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

Nov 21, 2023
Sara Babakniya, Zalan Fabian, Chaoyang He, Mahdi Soltanolkotabi, Salman Avestimehr

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SLoRA: Federated Parameter Efficient Fine-Tuning of Language Models

Aug 12, 2023
Sara Babakniya, Ahmed Roushdy Elkordy, Yahya H. Ezzeldin, Qingfeng Liu, Kee-Bong Song, Mostafa El-Khamy, Salman Avestimehr

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

Jul 17, 2023
Sara Babakniya, Zalan Fabian, Chaoyang He, Mahdi Soltanolkotabi, Salman Avestimehr

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

Aug 27, 2022
Sara Babakniya, Souvik Kundu, Saurav Prakash, Yue Niu, Salman Avestimehr

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