Ramtin Pedarsani
机构: Associate Professor, Electrical and Computer Engineering, UC Santa Barbara
主页: ucsb.edu
每年引用次数
引用次数
引用: 5,466
H-指数: 34
I10-指数 : 65
出版物: 160
On the Optimality of Time-Varying Distributed Rotation over Slow Fading Relay Channels
Ramtin Pedarsani , Olivier Lévêque , Sheng Yang
6
The Fair Value of Data Under Heterogeneous Privacy Constraints in Federated Learning
Justin Kang , Ramtin Pedarsani , Kannan Ramchandran
Transactions on Machine Learning Research
8
2024
Communication-Efficient and Tensorized Federated Fine-Tuning of Large Language Models
Sajjad Ghiasvand , Yifan Yang , Zhiyu Xue , Mahnoosh Alizadeh
arXiv preprint arXiv:2410.13097
2024
Communication-efficient and Decentralized Federated Minimax Optimization
Sajjad Ghiasvand , Amirhossein Reisizadeh , Mahnoosh Alizadeh , Ramtin Pedarsani
2024 60th Annual Allerton Conference on Communication, Control, and Computing 01 -07
2024
Conflict-Aware Adversarial Training
Zhiyu Xue , Haohan Wang , Yao Qin , Ramtin Pedarsani
arXiv preprint arXiv:2410.16579
2024
Latency Analysis of Coded Computation Schemes over Wireless Networks
Ramtin Pedarsani , Amirhossein Reisizadeh
arXiv: Information Theory
40
2017
Maximizing Road Capacity Using Cars that Influence People
Ramtin Pedarsani , Dorsa Sadigh , Kabir Chandrasekher , Daniel A. Lazar
arXiv: Optimization and Control
32
2018
CodedReduce: A Fast and Robust Framework for Gradient Aggregation in Distributed Learning
Ramtin Pedarsani , Amirhossein Reisizadeh , Saurav Prakash , Amir Salman Avestimehr
arXiv: Machine Learning
21
2019
Robust Adversarial Learning via Sparsifying Front Ends
Soorya Gopalakrishnan , Zhinus Marzi , Metehan Cekic , Upamanyu Madhow
arXiv: Machine Learning
7
2018
Timely-Throughput Optimal Coded Computing over Cloud Networks
Ramtin Pedarsani , A. Salman Avestimehr , Chien-Sheng Yang
arXiv: Distributed, Parallel, and Cluster Computing
1
2019
Analysis of Fixed-Time Control
Ramtin Pedarsani , Ajith Muralidharan , Pravin Varaiya
arXiv: Dynamical Systems
64
2014
Combating Adversarial Attacks Using Sparse Representations.
Ramtin Pedarsani , Upamanyu Madhow , Zhinus Marzi , Soorya Gopalakrishnan
international conference on learning representations
22
2018
Robust and Communication-Efficient Collaborative Learning
Ramtin Pedarsani , Aryan Mokhtari , Amirhossein Reisizadeh , Hamed Hassani
neural information processing systems 32 8388 -8399
34
2019
Learning How to Dynamically Route Autonomous Vehicles on Shared Roads
Ramtin Pedarsani , Dorsa Sadigh , Erdem Biyik , Daniel A. Lazar
arXiv: Optimization and Control
24
2019
Fundamental Limits of Ridge-Regularized Empirical Risk Minimization in High Dimensions
Ramtin Pedarsani , Christos Thrampoulidis , Hossein Taheri
arXiv: Machine Learning
29
2020
FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization.
Amirhossein Reisizadeh , Aryan Mokhtari , Hamed Hassani , Ali Jadbabaie
international conference on artificial intelligence and statistics 2021 -2031
420
2019
Sharp Asymptotics and Optimal Performance for Inference in Binary Models.
Ramtin Pedarsani , Christos Thrampoulidis , Hossein Taheri
international conference on artificial intelligence and statistics 3739 -3749
26
2020
Quantized Decentralized Stochastic Learning over Directed Graphs
Ramtin Pedarsani , Aryan Mokhtari , Hamed Hassani , Hossein Taheri
arXiv: Distributed, Parallel, and Cluster Computing
31
2020
Dynamic Pricing and Fleet Management for Electric Autonomous Mobility on Demand Systems.
Ramtin Pedarsani , Mahnoosh Alizadeh , Berkay Turan
arxiv:eess.SY
38
2020
Robust Federated Learning: The Case of Affine Distribution Shifts
Amirhossein Reisizadeh , Farzan Farnia , Ramtin Pedarsani , Ali Jadbabaie
neural information processing systems 33 21554 -21565
87
2020
Amirhossein Reisizadeh Kannan Ramchandran Hamed Hassani Kangwook Lee Aryan Mokhtari Daniel Lazar Salman Avestimehr Dorsa Sadigh Dimitris Papailiopoulos Upamanyu Madhow Samuel Coogan Jean Walrand Mohammad Ali Maddah-Ali Yuan Zhong Negar Mehr Emre Telatar Olivier Leveque Sheng YANG Roberto HOROWITZ Yudong Chen