Approximate Policy Iteration with a Policy Language Bias: Solving Relational Markov Decision Processes

9 September 2011

Papers citing "Approximate Policy Iteration with a Policy Language Bias: Solving Relational Markov Decision Processes"

20 / 20 papers shown

Title
On-line Policy Improvement using Monte-Carlo Search Gerald Tesauro Gregory R. Galperin 157 270 0 09 Jan 2025
Learning to Ground Existentially Quantified Goals Martin Funkquist Simon Ståhlberg Hector Geffner 21 0 0 30 Sep 2024
Symmetries and Expressive Requirements for Learning General Policies Dominik Drexler Simon Ståhlberg Blai Bonet Hector Geffner 40 0 0 24 Sep 2024
Learning Generalized Policies for Fully Observable Non-Deterministic Planning Domains Till Hofmann Hector Geffner OffRL 35 2 0 03 Apr 2024
On Policy Reuse: An Expressive Language for Representing and Executing General Policies that Call Other Policies Blai Bonet Dominik Drexler Hector Geffner 31 2 0 25 Mar 2024
General Policies, Subgoal Structure, and Planning Width Blai Bonet Hector Geffner 36 2 0 09 Nov 2023
Generalized Planning as Heuristic Search: A new planning search-space that leverages pointers over objects Javier Segovia Aguas Sergio Jiménez Celorrio Anders Jonsson 64 3 0 26 Jan 2023
Language-Based Causal Representation Learning Blai Bonet Hector Geffner 74 0 0 12 Jul 2022
Learning Generalized Policies Without Supervision Using GNNs Simon Ståhlberg Blai Bonet Hector Geffner OffRL 62 27 0 12 May 2022
Relational Abstractions for Generalized Reinforcement Learning on Symbolic Problems Rushang Karia Siddharth Srivastava NAI OffRL 32 12 0 27 Apr 2022
Learning Generalized Policy Automata for Relational Stochastic Shortest Path Problems Rushang Karia Rashmeet Kaur Nayyar Siddharth Srivastava 25 3 0 08 Apr 2022
Learning General Optimal Policies with Graph Neural Networks: Expressive Power, Transparency, and Limits Simon Ståhlberg Blai Bonet Hector Geffner 65 49 0 21 Sep 2021
Learning General Policies from Small Examples Without Supervision Guillem Francès Blai Bonet Hector Geffner OffRL 38 13 0 03 Jan 2021
Fitted Q-Learning for Relational Domains Srijita Das S. Natarajan Kaushik Roy Ronald E. Parr Kristian Kersting 54 15 0 10 Jun 2020
Symbolic Network: Generalized Neural Policies for Relational MDPs Sankalp Garg Aniket Bajpai Mausam 28 5 0 18 Feb 2020
Learning Features and Abstract Actions for Computing Generalized Plans Blai Bonet Guillem Francès Hector Geffner 45 59 0 17 Nov 2018
Feature-Based Aggregation and Deep Reinforcement Learning: A Survey and Some New Implementations Dimitri Bertsekas OffRL 81 131 0 12 Apr 2018
Features, Projections, and Representation Change for Generalized Planning Blai Bonet Hector Geffner 85 51 0 30 Jan 2018
Output Space Search for Structured Prediction J. Doppa Alan Fern Prasad Tadepalli 95 20 0 27 Jun 2012
First Order Decision Diagrams for Relational MDPs Chenggang Wang Saket Joshi Roni Khardon 84 91 0 31 Oct 2011