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2024
Becktepe J, Dierkes J, Benjamins C, Mohan A, Salinas D, Rajan R et al. ARLBench: Flexible and Efficient Benchmarking for Hyperparameter Optimization in Reinforcement Learning. in 17th European Workshop on Reinforcement Learning (EWRL 2024). 2024 Epub 2024.
Benjamins C, Cenikj G, Nikolikj A, Mohan A, Eftimov T, Lindauer M. Instance Selection for Dynamic Algorithm Configuration with Reinforcement Learning: Improving Generalization. in Genetic and Evolutionary Computation Conference (GECCO). Association for Computing Machinery Special Interest Group on Genetic and Evolutionary Computation (SIGEVO). 2024 Epub 2024.
Mohan A, Zhang A, Lindauer M. Structure in Deep Reinforcement Learning: A Survey and Open Problems. Journal of Artificial Intelligence Research. 2024 Apr. Epub 2024 Apr.
Mohan A, Lindauer M. Towards Enhancing Predictive Representations using Relational Structure in Reinforcement Learning. in The 17th European Workshop on Reinforcement Learning (EWRL 2024). 2024
Tornede A, Deng D, Eimer T, Giovanelli J, Mohan A, Ruhkopf T et al. AutoML in the Age of Large Language Models: Current Challenges, Future Opportunities and Risks. Transactions on Machine Learning Research. 2024 Feb 9. Epub 2024 Feb 9. doi: 10.48550/arXiv.2306.08107
2023
Benjamins C, Eimer T, Schubert FG, Mohan A, Döhler S, Biedenkapp A et al. Contextualize Me – The Case for Context in Reinforcement Learning. Transactions on Machine Learning Research. 2023 Jun 5;2023(6). Epub 2023 Jun 5. doi: 10.48550/arXiv.2202.04500
Benjamins C, Eimer T, Schubert FG, Mohan A, Döhler S, Biedenkapp A et al. Extended Abstract: Contextualize Me -- The Case for Context in Reinforcement Learning. in The 16th European Workshop on Reinforcement Learning (EWRL 2023). 2023 Epub 2023.
Loni M, Mohan A, Asadi M, Lindauer M. Learning Activation Functions for Sparse Neural Networks. in Second International Conference on Automated Machine Learning. PMLR. 2023
Mohan A, Zhang A, Lindauer M. A Patterns Framework for Incorporating Structure in Deep Reinforcement Learning. in The 16th European Workshop on Reinforcement Learning (EWRL 2023). 2023
Mohan A, Benjamins C, Wienecke K, Dockhorn A, Lindauer M. AutoRL Hyperparameter Landscapes. in Conference Proceedings - Second International Conference on Automated Machine Learning. PMLR. 2023. (Proceedings of Machine Learning Research). doi: 10.48550/arXiv.2304.02396
Mohan A, Benjamins C, Wienecke K, Dockhorn A, Lindauer M. Extended Abstract: AutoRL Hyperparameter Landscapes. in The 16th European Workshop on Reinforcement Learning (EWRL 2023). 2023
Ruhkopf T, Mohan A, Deng D, Tornede A, Hutter F, Lindauer M. MASIF: Meta-learned Algorithm Selection using Implicit Fidelity Information. Transactions on Machine Learning Research. 2023 Apr 18. Epub 2023 Apr 18.
2022
Mohan A, Ruhkopf T, Lindauer M. Towards Meta-learned Algorithm Selection using Implicit Fidelity Information. in ICML Workshop on Adaptive Experimental Design and Active Learning in the Real World (ReALML). 2022 Epub 2022 Jun 7.
