Relational Abstractions for Generalized Reinforcement Learning on Symbolic Problems

27 April 2022

Papers citing "Relational Abstractions for Generalized Reinforcement Learning on Symbolic Problems"

6 / 6 papers shown

Title
Epistemic Exploration for Generalizable Planning and Learning in Non-Stationary Settings Rushang Karia Pulkit Verma Alberto Speranzon Siddharth Srivastava 42 4 0 13 Feb 2024
Analyzing Generalization in Policy Networks: A Case Study with the Double-Integrator System Ruining Zhang H. Han Maolong Lv Qisong Yang Jian Cheng OffRL 66 2 0 16 Dec 2023
Hierarchical Decomposition and Analysis for Generalized Planning Siddharth Srivastava 64 5 0 06 Dec 2022
Learning Dynamic Abstract Representations for Sample-Efficient Reinforcement Learning Mehdi Dadvar Rashmeet Kaur Nayyar Siddharth Srivastava 38 0 0 04 Oct 2022
Learning Generalized Policy Automata for Relational Stochastic Shortest Path Problems Rushang Karia Rashmeet Kaur Nayyar Siddharth Srivastava 32 3 0 08 Apr 2022
Symbolic Relational Deep Reinforcement Learning based on Graph Neural Networks and Autoregressive Policy Decomposition Jaromír Janisch Tomávs Pevný Viliam Lisý AI4CE 66 3 0 25 Sep 2020