A Search-Based Testing Approach for Deep Reinforcement Learning Agents

A Search-Based Testing Approach for Deep Reinforcement Learning Agents

15 June 2022

Amirhossein Zolfagharian

Manel Abdellatif

Lionel C. Briand

Papers citing "A Search-Based Testing Approach for Deep Reinforcement Learning Agents"

10 / 10 papers shown

Title
Rule-Guided Reinforcement Learning Policy Evaluation and Improvement Martin Tappler Ignacio D. Lopez-Miguel Sebastian Tschiatschek Ezio Bartocci 59 0 0 13 Mar 2025
Test Where Decisions Matter: Importance-driven Testing for Deep Reinforcement Learning Stefan Pranger Hana Chockler Martin Tappler Bettina Könighofer OffRL 32 0 0 12 Nov 2024
Urban Computing for Climate and Environmental Justice: Early Perspectives From Two Research Initiatives Carolina Veiga Ashish Sharma Daniel de Oliveira Marcos Lage Fabio Miranda AI4CE 32 0 0 06 Oct 2024
Fuzzy Logic Guided Reward Function Variation: An Oracle for Testing Reinforcement Learning Programs Shiyu Zhang Haoyang Song Qixin Wang Yu Pei 25 0 0 28 Jun 2024
SMARLA: A Safety Monitoring Approach for Deep Reinforcement Learning Agents Amirhossein Zolfagharian Manel Abdellatif Lionel C. Briand S. Ramesh 20 5 0 03 Aug 2023
Towards Building AI-CPS with NVIDIA Isaac Sim: An Industrial Benchmark and Case Study for Robotics Manipulation Zhehua Zhou Jiayang Song Xuan Xie Zhan Shu Lei Ma Dikai Liu Jianxiong Yin Simon See 28 14 0 31 Jul 2023
DeepGD: A Multi-Objective Black-Box Test Selection Approach for Deep Neural Networks Zohreh Aghababaeyan Manel Abdellatif Mahboubeh Dadkhah Lionel C. Briand AAML 26 15 0 08 Mar 2023
Reward Poisoning in Reinforcement Learning: Attacks Against Unknown Learners in Unknown Environments Amin Rakhsha Xuezhou Zhang Xiaojin Zhu Adish Singla AAML OffRL 29 37 0 16 Feb 2021
Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement Learning Inaam Ilahi Muhammad Usama Junaid Qadir M. Janjua Ala I. Al-Fuqaha D. Hoang Dusit Niyato AAML 55 129 0 27 Jan 2020
Determinantal point processes for machine learning Alex Kulesza B. Taskar 160 1,122 0 25 Jul 2012