Concepedia

Multi-step Exploration

Multi-Step Exploration is a sequential decision-making strategy within reinforcement learning that systematically extends exploration over multiple time steps to balance the acquisition of new information with the refinement of policy performance, distinguishing itself from single-step methods by considering the long-term impact of exploratory actions.

12

Publications

355

Citations

37

Authors

21

Institutions

Publications per year

2017–2026

8

Parents

Publications

12

Supporting Complex Search Tasks

Ahmed Hassan Awadallah, Ryen W. White, Patrick Pantel et al. · 2014 · 91 citations

, , +15

Autonomous robotic exploration based on frontier point optimization and multistep path planning

Baofu Fang, Jianfeng Ding, Zaijun Wang · IEEE Access · 2019 · 55 citations · Full text

, , +17

Stochastic Answer Networks for Natural Language Inference

Xiaodong Liu, Kevin Duh, Jianfeng Gao · arXiv (Cornell University) · 2018 · 51 citations · Full text

, , +15

Temporal and state abstractions for efficient learning, transfer, and composition in humans.

Liyu Xia, Anne Collins · Psychological Review · 2021 · 32 citations · Full text

, , +14

The Continuous Hint Factory - Providing Hints in Vast and Sparsely Populated Edit Distance Spaces

Barbara Hammer, Thomas Price, Tiffany Barnes et al. · Zenodo (CERN European Organization for Nuclear Research) · 2018 · 31 citations · Full text

, , +13

1–5 of 12

Authors

37

  1. AC
    Anne Collins

    University of California, Berkeley, United States

    2 publications · 44 citations

    2

    h-index

  2. TP
    Thomas Price

    North Carolina State University, United States

    2 publications · 43 citations

    2

    h-index

  3. LX
    Liyu Xia

    University of California, Berkeley, United States

    2 publications · 44 citations

    2

    h-index

  4. NP
    Niels Pinkwart

    Humboldt-Universität zu Berlin, Germany

    2 publications · 43 citations

    2

    h-index

  5. BH
    Barbara Hammer

    Bielefeld University, Germany

    2 publications · 43 citations

    2

    h-index

1–5 of 37

Institutions

21

  1. University of California, Berkeley

    Berkeley, United States

    2 h-index

    4 publications

    88 citations

  2. Université Laval

    Québec, Canada

    1 h-index

    4 publications

    40 citations

  3. Délégation Paris 6

    Paris, France

    1 h-index

    2 publications

    20 citations

  4. Sorbonne Université

    Paris, France

    1 h-index

    2 publications

    20 citations

  5. Shandong Institute of Automation

    Jinan, China

    1 h-index

    2 publications

    44 citations

  6. Beijing Academy of Artificial Intelligence

    Beijing, China

    1 h-index

    4 publications

    88 citations

  7. Massachusetts Institute of Technology

    Cambridge, United States

    1 h-index

    1 publications

    19 citations

  8. Johns Hopkins University

    Baltimore, United States

    1 h-index

    1 publications

    51 citations

1–8 of 21

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 63 citations

    2

    h-index

  2. Psychological Review

    1 publications · 32 citations

    1

    h-index

  3. Zenodo (CERN European Organization for Nuclear Research)

    Repository · 1 publications · 31 citations

    1

    h-index

  4. IEEE Access

    1 publications · 55 citations

    1

    h-index

  5. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 1 publications · 12 citations

    1

    h-index

1–5