Towards Understanding Asynchronous Advantage Actor-Critic: Convergence and Linear Speedup

Author:

Shen Han1ORCID,Zhang Kaiqing2,Hong Mingyi3ORCID,Chen Tianyi1ORCID

Affiliation:

1. Department of Electrical, Computer, and Systems Engineering, Rensselaer Polytechnic Institute, Troy, NY, USA

2. Laboratory for Information & Decision Systems and Computer Science & Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, USA

3. Department of Electrical and Computer Engineering, University of Minnesota, Minneapolis, MN, USA

Funder

Rensselaer-IBM AI Research Collaboration

IBM AI Horizons Network

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Signal Processing

Reference57 articles.

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2. Joint Rate and Power Optimization for Multimedia Streaming in Wireless Fading Channels via Parametric Policy Gradient

3. Fully decentralized multi-agent reinforcement learning with networked agents;zhang;Proc Int Conf Mach Learn,0

4. Multi-Task Reinforcement Learning in Reproducing Kernel Hilbert Spaces via Cross-Learning

5. Communication-efficient distributed reinforcement learning;chen,2021

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