Salman Avestimehr
University of Southern California
H-index: 59
North America-United States
Top articles of Salman Avestimehr
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
One model to unite them all: Personalized federated learning of multi-contrast MRI synthesis | Medical Image Analysis | Onat Dalmaz Muhammad U Mirza Gokberk Elmas Muzaffer Ozbey Salman UH Dar | 2024/2/23 |
Hawk: Accurate and Fast Privacy-Preserving Machine Learning Using Secure Lookup Table Computation | arXiv preprint arXiv:2403.17296 | Hamza Saleem Amir Ziashahabi Muhammad Naveed Salman Avestimehr | 2024/3/26 |
MARS: Meaning-Aware Response Scoring for Uncertainty Estimation in Generative LLMs | arXiv preprint arXiv:2402.11756 | Yavuz Faruk Bakman Duygu Nur Yaldiz Baturalp Buyukates Chenyang Tao Dimitrios Dimitriadis | 2024/2/19 |
Edge Private Graph Neural Networks with Singular Value Perturbation | Tingting Tang* Yue Niu* Salman Avestimehr Murali Annavaram | 2024 | |
A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks | Advances in Neural Information Processing Systems | Sara Babakniya Zalan Fabian Chaoyang He Mahdi Soltanolkotabi Salman Avestimehr | 2024/2/13 |
Ethos: Rectifying Language Models in Orthogonal Parameter Space | Lei Gao* Yue Niu* Tingting Tang Salman Avestimehr Murali Annavaram | 2024 | |
Coded Computing: A Transformative Framework for Edge Computing | Global Communications | Songze Li A Salman Avestimehr | 2024/1 |
LightVeriFL: A Lightweight and Verifiable Secure Aggregation for Federated Learning | IEEE Journal on Selected Areas in Information Theory | Baturalp Buyukates Jinhyun So Hessam Mahdavifar Salman Avestimehr | 2024/4/29 |
ATP: Enabling Fast LLM Serving via Attention on Top Principal Keys | arXiv preprint arXiv:2403.02352 | Yue Niu Saurav Prakash Salman Avestimehr | 2024/3/1 |
Embracing Federated Learning: Enabling Weak Client Participation via Partial Model Training | IEEE Transactions on Mobile Computing | Sunwoo Lee Tuo Zhang Saurav Prakash Yue Niu Salman Avestimehr | 2024 |
Renormalization Group flow, Optimal Transport and Diffusion-based Generative Model | arXiv preprint arXiv:2402.17090 | Artan Sheshmani Yi-Zhuang You Baturalp Buyukates Amir Ziashahabi Salman Avestimehr | 2024/2/26 |
Fedmlsecurity: A benchmark for attacks and defenses in federated learning and llms | arXiv preprint arXiv:2306.04959 | Shanshan Han Baturalp Buyukates Zijian Hu Han Jin Weizhao Jin | 2023/6/8 |
Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory | arXiv preprint arXiv:2307.00497 | Sara Babakniya Zalan Fabian Chaoyang He Mahdi Soltanolkotabi Salman Avestimehr | 2023/7/2 |
Fedmultimodal: A benchmark for multimodal federated learning | 2023 KDD | Tiantian Feng Digbalay Bose Tuo Zhang Rajat Hebbar Anil Ramakrishna | 2023/6/15 |
Performance and Failure Cause Estimation for Machine Learning Systems in the Wild | Xiruo Liu Furqan Khan Yue Niu Pradeep Natarajan Rinat Khaziev | 2023/9/21 | |
FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things | arXiv preprint arXiv:2310.00109 | Samiul Alam Tuo Zhang Tiantian Feng Hui Shen Zhichao Cao | 2023/10 |
Integral: A Foundational Approach to Label Complexity via Information Theory and Graph Signal Processing | Salman Avestimehr Antonio Ortega Mahdi Soltanolkotabi Ilias Diakonikolas | 2023/11/1 | |
Federated analytics: A survey | APSIPA Transactions on Signal and Information Processing | Ahmed Roushdy Elkordy Yahya H Ezzeldin Shanshan Han Shantanu Sharma Chaoyang He | 2023/2/2 |
Secure aggregation in federated learning is not private: Leaking user data at large scale through model modification | arXiv preprint arXiv:2303.12233 | Joshua C Zhao Atul Sharma Ahmed Roushdy Elkordy Yahya H Ezzeldin Salman Avestimehr | 2023/3/21 |
Quantifying catastrophic forgetting in continual federated learning | Christophe Dupuy Jimit Majmudar Jixuan Wang Tanya G Roosta Rahul Gupta | 2023/6/4 |
