Federated TD Learning over Finite-Rate Erasure Channels: Linear Speedup
under Markovian Sampling

Federated TD Learning over Finite-Rate Erasure Channels: Linear Speedup under Markovian Sampling

14 May 2023

Nicolò Dal Fabbro

George J. Pappas

Papers citing "Federated TD Learning over Finite-Rate Erasure Channels: Linear Speedup under Markovian Sampling"

10 / 10 papers shown

Title
Achieving Tighter Finite-Time Rates for Heterogeneous Federated Stochastic Approximation under Markovian Sampling Feng Zhu Aritra Mitra Robert W. Heath FedML 36 0 0 15 Apr 2025
On the Linear Speedup of Personalized Federated Reinforcement Learning with Shared Representations Guojun Xiong Shufan Wang Daniel Jiang Jian Li FedML 73 1 0 22 Nov 2024
Towards Fast Rates for Federated and Multi-Task Reinforcement Learning Feng Zhu Robert W. Heath Jr. Aritra Mitra 22 1 0 09 Sep 2024
Finite-Time Analysis of Asynchronous Multi-Agent TD Learning Nicolò Dal Fabbro Arman Adibi Aritra Mitra George J. Pappas 22 1 0 29 Jul 2024
Compressed Federated Reinforcement Learning with a Generative Model Ali Beikmohammadi Sarit Khirirat Sindri Magnússon FedML 25 2 0 26 Mar 2024
DASA: Delay-Adaptive Multi-Agent Stochastic Approximation Nicolò Dal Fabbro Arman Adibi H. Vincent Poor Sanjeev R. Kulkarni A. Mitra George J. Pappas 23 2 0 25 Mar 2024
Stochastic Approximation with Delayed Updates: Finite-Time Rates under Markovian Sampling Arman Adibi Nicolò Dal Fabbro Luca Schenato Sanjeev R. Kulkarni H. Vincent Poor George J. Pappas Hamed Hassani A. Mitra 22 8 0 19 Feb 2024
SCAFFLSA: Taming Heterogeneity in Federated Linear Stochastic Approximation and TD Learning Paul Mangold S. Samsonov Safwan Labbi I. Levin Réda Alami Alexey Naumov Eric Moulines 22 1 0 06 Feb 2024
Linear Convergence in Federated Learning: Tackling Client Heterogeneity and Sparse Gradients A. Mitra Rayana H. Jaafar George J. Pappas Hamed Hassani FedML 55 157 0 14 Feb 2021
FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization Amirhossein Reisizadeh Aryan Mokhtari Hamed Hassani Ali Jadbabaie Ramtin Pedarsani FedML 157 756 0 28 Sep 2019