Spike-based reinforcement learning of navigation

被引：0
|
作者：
Eleni Vasilaki
Robert Urbanczik
Walter Senn
Wulfram Gerstner
机构：
[1] Ecole Polytechnique Fédérale de Lausanne (EPFL),Laboratory of Computational Neuroscience, School of Computer and Communications Sciences and Brain Mind Institute
[2] University of Bern,Institute of Physiology
来源：
BMC Neuroscience | / 9卷 / Suppl 1期
关键词：
Reinforcement Learning; Action Space; Random Search; Place Cell; Maze Task;
D O I：
10.1186/1471-2202-9-S1-P72
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [1] Continuous-Time Spike-Based Reinforcement Learning for Working Memory Tasks
    Karamanis, Marios
    Zambrano, Davide
    Bohte, Sander
    [J]. ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING - ICANN 2018, PT II, 2018, 11140 : 250 - 262
  • [2] Spike-based Learning Rules for Face Recognition
    Du, Chunlin
    Nan, Ying
    Yan, Rui
    [J]. 2017 6TH DATA DRIVEN CONTROL AND LEARNING SYSTEMS (DDCLS), 2017, : 536 - 541
  • [3] Learning as filtering: Implications for spike-based plasticity
    Jegminat, Jannes
    Surace, Simone Carlo J.
    Pfister, Jean-Pascal
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2022, 18 (02)
  • [4] Learning spike-based correlations and conditional probabilities in silicon
    Shon, AP
    Hsu, D
    Diorio, C
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 14, VOLS 1 AND 2, 2002, 14 : 1123 - 1130
  • [5] Easy and efficient spike-based Machine Learning with mlGeNN
    Knight, James C.
    Nowotny, Thomas
    [J]. PROCEEDINGS OF THE 2023 ANNUAL NEURO-INSPIRED COMPUTATIONAL ELEMENTS CONFERENCE, NICE 2023, 2023, : 115 - 120
  • [6] Spike-based compared to rate-based Hebbian learning
    Kempter, R
    Gerstner, W
    van Hemmen, JL
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 11, 1999, 11 : 125 - 131
  • [7] Spike-Based Reinforcement Learning in Continuous State and Action Space: When Policy Gradient Methods Fail
    Vasilaki, Eleni
    Fremaux, Nicolas
    Urbanczik, Robert
    Senn, Walter
    Gerstner, Wulfram
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2009, 5 (12)
  • [8] Spike-based learning with a generalized integrate and fire silicon neuron
    Indiveri, Giacomo
    Stefanini, Fabio
    Chicca, Elisabetta
    [J]. 2010 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, 2010, : 1951 - 1954
  • [9] Intrinsic stabilization of output rates by spike-based Hebbian learning
    Kempter, R
    Gerstner, W
    van Hemmen, JL
    [J]. NEURAL COMPUTATION, 2001, 13 (12) : 2709 - 2741
  • [10] Spike-based learning rules and stabilization of persistent neural activity
    Xie, XH
    Seung, HS
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 12, 2000, 12 : 199 - 205
12345