An information-theoretic perspective on intrinsic motivation in reinforcement learning: a survey

19 September 2022

Papers citing "An information-theoretic perspective on intrinsic motivation in reinforcement learning: a survey"

16 / 16 papers shown

Title
Emergence of Goal-Directed Behaviors via Active Inference with Self-Prior Dongmin Kim Hoshinori Kanazawa Naoto Yoshida Yasuo Kuniyoshi AI4CE 31 0 0 15 Apr 2025
Intrinsically-Motivated Humans and Agents in Open-World Exploration Aly Lidayan Yuqing Du Eliza Kosoy Maria Rufova Pieter Abbeel Alison Gopnik 39 0 0 31 Mar 2025
InDRiVE: Intrinsic Disagreement based Reinforcement for Vehicle Exploration through Curiosity Driven Generalized World Model Feeza Khan Khanzada Jaerock Kwon 39 0 0 07 Mar 2025
Diversity Progress for Goal Selection in Discriminability-Motivated RL Erik M. Lintunen Nadia M. Ady Christian Guckelsberger 19 0 0 03 Nov 2024
Constrained Skill Discovery: Quadruped Locomotion with Unsupervised Reinforcement Learning Vassil Atanassov Wanming Yu Alexander L. Mitchell M. N. Finean Ioannis Havoutis SSL 16 1 0 10 Oct 2024
Image-Based Deep Reinforcement Learning with Intrinsically Motivated Stimuli: On the Execution of Complex Robotic Tasks David Valencia Henry Williams Yuning Xing Trevor Gee Minas V. Liarokapis Bruce A. MacDonald 28 0 0 31 Jul 2024
Beyond Optimism: Exploration With Partially Observable Rewards Simone Parisi Alireza Kazemipour Michael H. Bowling OffRL 21 0 0 20 Jun 2024
RLeXplore: Accelerating Research in Intrinsically-Motivated Reinforcement Learning Mingqi Yuan Roger Creus Castanyer Bo Li Xin Jin Glen Berseth Wenjun Zeng 23 0 0 29 May 2024
Hieros: Hierarchical Imagination on Structured State Space Sequence World Models Paul Mattes Rainer Schlosser R. Herbrich 8 4 0 08 Oct 2023
Self-supervised network distillation: an effective approach to exploration in sparse reward environments Matej Pecháč M. Chovanec Igor Farkaš 13 3 0 22 Feb 2023
A general Markov decision process formalism for action-state entropy-regularized reward maximization D. Grytskyy Jorge Ramírez-Ruiz R. Moreno-Bote 17 3 0 02 Feb 2023
Intrinsic Motivation in Model-based Reinforcement Learning: A Brief Review Artem Latyshev Aleksandr I. Panov 17 1 0 24 Jan 2023
Complex behavior from intrinsic motivation to occupy action-state path space Jorge Ramírez-Ruiz D. Grytskyy Chiara Mastrogiuseppe Yamen Habib R. Moreno-Bote 13 5 0 20 May 2022
Curious Representation Learning for Embodied Intelligence Yilun Du Chuang Gan Phillip Isola SSL LM&Ro 87 33 0 03 May 2021
Hierarchical Reinforcement Learning By Discovering Intrinsic Options Jesse Zhang Haonan Yu W. Xu BDL 118 81 0 16 Jan 2021
An Introduction to Deep Reinforcement Learning Vincent François-Lavet Peter Henderson Riashat Islam Marc G. Bellemare Joelle Pineau OffRL AI4CE 80 1,086 0 30 Nov 2018