Universität zu Köln

Journal Article

Danwitz, Ludwig, Mathar, David ORCID: 0000-0003-3411-7867, Smith, Elke ORCID: 0000-0003-2836-0924, Tuzsus, Deniz ORCID: 0000-0002-0825-5222 and Peters, Jan ORCID: 0000-0002-0195-5357 (2022). Parameter and Model Recovery of Reinforcement Learning Models for Restless Bandit Problems. Computational Brain & Behavior, 5 (4). pp. 547-563. New York: Springer. ISSN 2522-0861

Mathar, David ORCID: 0000-0003-3411-7867, Wiebe, Annika ORCID: 0000-0001-6434-3553, Tuzsus, Deniz ORCID: 0000-0002-0825-5222, Knauth, Kilian ORCID: 0000-0002-4002-4651 and Peters, Jan ORCID: 0000-0002-0195-5357 (2023). Erotic cue exposure increases physiological arousal, biases choices toward immediate rewards, and attenuates model‐based reinforcement learning. Psychophysiology, 60 (12). e14381. Cambridge Univ. Press. ISSN 1469-8986

Preprints, Working Papers or Reports

Smith, Elke ORCID: 0000-0003-2836-0924, Michalski, Simon, Knauth, Kilian, Tuzsus, Deniz, Theis, Hendrik, van Eimeren, Thilo and Peters, Jan ORCID: 0000-0002-0195-5357 (2023). Pharmacological enhancement of dopamine neurotransmission does not affect illusory pattern perception. ["eprint_fieldopt_monograph_type_preprint" not defined].

Tuzsus, Deniz ORCID: 0000-0002-0825-5222, Brands, Angela Mariele ORCID: 0000-0003-0422-8160, Pappas, Ioannis and Peters, Jan ORCID: 0000-0002-0195-5357 (2024). Human-level reinforcement learning performance of recurrent neural networks is linked to hyperperseveration, not directed exploration. bioRxiv. ["eprint_fieldopt_monograph_type_preprint" not defined].

Thesis

Tuzsus, Deniz (2025). Reinforcement Learning in dynamic environments: Comparing human and artificial recurrent neural networks regarding the exploration/exploitation tradeoff. PhD thesis, Universität zu Köln.