Artificial Intelligence · Computer Science
A Benchmark Environment Motivated by Industrial Control Problems
Daniel Hein, Stefan Depeweg, Michel Tokic, Steffen Udluft +3
2022-11-28
Machine Learning · Computer Science
Position: Benchmarking is Limited in Reinforcement Learning Research
Scott M. Jordan, Adam White, Bruno Castro da Silva, Martha White +1
2024-06-25
Robotics · Computer Science
RMBench: Benchmarking Deep Reinforcement Learning for Robotic Manipulator Control
Yanfei Xiang, Xin Wang, Shu Hu, Bin Zhu +3
2023-03-08
Machine Learning · Computer Science
Benchmarking Reinforcement Learning Algorithms on Real-World Robots
A. Rupam Mahmood, Dmytro Korenkevych, Gautham Vasan, William Ma +1
2018-09-21
Machine Learning · Computer Science
Benchmarking Reinforcement Learning via Stochastic Converse Optimality: Generating Systems with Known Optimal Policies
Sinan Ibrahim, Grégoire Ouerdane, Hadi Salloum, Henni Ouerdane +2
2026-03-19
Machine Learning · Computer Science
Evaluating the Performance of Reinforcement Learning Algorithms
Scott M. Jordan, Yash Chandak, Daniel Cohen, Mengxue Zhang +1
2020-08-14
Quantum Physics · Physics
Benchmarking Quantum Reinforcement Learning
Nico Meyer, Christian Ufrecht, George Yammine, Georgios Kontes +2
2025-12-03
Machine Learning · Computer Science
Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning
Davide Salaorni, Vincenzo De Paola, Samuele Delpero, Giovanni Dispoto +8
2025-07-02
Machine Learning · Computer Science
Benchmarking Constraint Inference in Inverse Reinforcement Learning
Guiliang Liu, Yudong Luo, Ashish Gaurav, Kasra Rezaee +1
2023-03-03
Machine Learning · Statistics
Benchmarking Simulation-Based Inference
Jan-Matthis Lueckmann, Jan Boelts, David S. Greenberg, Pedro J. Gonçalves +1
2021-04-12
Machine Learning · Computer Science
Balancing Specialization and Centralization: A Multi-Agent Reinforcement Learning Benchmark for Sequential Industrial Control
Tom Maus, Asma Atamna, Tobias Glasmachers
2025-10-24
Machine Learning · Computer Science
Putting Fairness Principles into Practice: Challenges, Metrics, and Improvements
Alex Beutel, Jilin Chen, Tulsee Doshi, Hai Qian +5
2019-01-16
Performance · Computer Science
BENCHIP: Benchmarking Intelligence Processors
Jinhua Tao, Zidong Du, Qi Guo, Huiying Lan +11
2017-11-28
Machine Learning · Computer Science
Batch Reinforcement Learning on the Industrial Benchmark: First Experiences
Daniel Hein, Steffen Udluft, Michel Tokic, Alexander Hentschel +2
2018-01-26
Machine Learning · Computer Science
ContainerGym: A Real-World Reinforcement Learning Benchmark for Resource Allocation
Abhijeet Pendyala, Justin Dettmer, Tobias Glasmachers, Asma Atamna
2023-07-07
Computation and Language · Computer Science
What are the best systems? New perspectives on NLP Benchmarking
Pierre Colombo, Nathan Noiry, Ekhine Irurozki, Stephan Clemencon
2022-10-10
Machine Learning · Computer Science
LabelBench: A Comprehensive Framework for Benchmarking Adaptive Label-Efficient Learning
Jifan Zhang, Yifang Chen, Gregory Canal, Stephen Mussmann +7
2024-03-05