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Salman Avestimehr

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Edge Private Graph Neural Networks with Singular Value Perturbation

Mar 16, 2024
Tingting Tang, Yue Niu, Salman Avestimehr, Murali Annavaram

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Ethos: Rectifying Language Models in Orthogonal Parameter Space

Mar 13, 2024
Lei Gao, Yue Niu, Tingting Tang, Salman Avestimehr, Murali Annavaram

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ATP: Enabling Fast LLM Serving via Attention on Top Principal Keys

Mar 01, 2024
Yue Niu, Saurav Prakash, Salman Avestimehr

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MARS: Meaning-Aware Response Scoring for Uncertainty Estimation in Generative LLMs

Feb 20, 2024
Yavuz Faruk Bakman, Duygu Nur Yaldiz, Baturalp Buyukates, Chenyang Tao, Dimitrios Dimitriadis, Salman Avestimehr

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All Rivers Run to the Sea: Private Learning with Asymmetric Flows

Dec 05, 2023
Yue Niu, Ramy E. Ali, Saurav Prakash, Salman Avestimehr

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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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Kick Bad Guys Out! Zero-Knowledge-Proof-Based Anomaly Detection in Federated Learning

Oct 06, 2023
Shanshan Han, Wenxuan Wu, Baturalp Buyukates, Weizhao Jin, Yuhang Yao, Qifan Zhang, Salman Avestimehr, Chaoyang He

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FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things

Sep 29, 2023
Samiul Alam, Tuo Zhang, Tiantian Feng, Hui Shen, Zhichao Cao, Dong Zhao, JeongGil Ko, Kiran Somasundaram, Shrikanth S. Narayanan, Salman Avestimehr, Mi Zhang

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Federated Orthogonal Training: Mitigating Global Catastrophic Forgetting in Continual Federated Learning

Sep 03, 2023
Yavuz Faruk Bakman, Duygu Nur Yaldiz, Yahya H. Ezzeldin, 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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