Web: http://arxiv.org/abs/2209.05408

Sept. 16, 2022, 1:13 a.m. | Piyush Gupta, Vaibhav Srivastava

cs.LG updates on arXiv.org arxiv.org

We propose Deterministic Sequencing of Exploration and Exploitation (DSEE)
algorithm with interleaving exploration and exploitation epochs for model-based
RL problems that aim to simultaneously learn the system model, i.e., a Markov
decision process (MDP), and the associated optimal policy. During exploration,
DSEE explores the environment and updates the estimates for expected reward and
transition probabilities. During exploitation, the latest estimates of the
expected reward and transition probabilities are used to obtain a robust policy
with high probability. We design the …

arxiv exploitation exploration reinforcement reinforcement learning sequencing

More from arxiv.org / cs.LG updates on arXiv.org

Postdoctoral Fellow: ML for autonomous materials discovery

@ Lawrence Berkeley National Lab | Berkeley, CA

Research Scientists

@ ODU Research Foundation | Norfolk, Virginia

Embedded Systems Engineer (Robotics)

@ Neo Cybernetica | Bedford, New Hampshire

2023 Luis J. Alvarez and Admiral Grace M. Hopper Postdoc Fellowship in Computing Sciences

@ Lawrence Berkeley National Lab | San Francisco, CA

Senior Manager Data Scientist

@ NAV | Remote, US

Senior AI Research Scientist

@ Earth Species Project | Remote anywhere

Research Fellow- Center for Security and Emerging Technology (Multiple Opportunities)

@ University of California Davis | Washington, DC

Staff Fellow - Data Scientist

@ U.S. FDA/Center for Devices and Radiological Health | Silver Spring, Maryland

Staff Fellow - Senior Data Engineer

@ U.S. FDA/Center for Devices and Radiological Health | Silver Spring, Maryland

Research Engineer - VFX, Neural Compositing

@ Flawless | Los Angeles, California, United States

[Job-TB] Senior Data Engineer

@ CI&T | Brazil

Data Analytics Engineer

@ The Fork | Paris, France