| Hippocampal spatio-predictive cognitive maps adaptively guide reward generalization MM Garvert, T Saanum, E Schulz, NW Schuck, CF Doeller Nature Neuroscience 26 (4), 615-626, 2023 | 56* | 2023 |
| Reinforcement learning with simple sequence priors T Saanum, N Éltető, P Dayan, M Binz, E Schulz Advances in Neural Information Processing Systems 36, 61985-62005, 2023 | 23 | 2023 |
| Zero-shot compositional reasoning in a reinforcement learning setting AK Jagadish, M Binz, T Saanum, JX Wang, E Schulz OSF, 2023 | 20 | 2023 |
| Evaluating alignment between humans and neural network representations in image-based learning tasks C Demircan, T Saanum, L Pettini, M Binz, B Baczkowski, C Doeller, ... Advances in Neural Information Processing Systems 37, 122406-122433, 2025 | 7* | 2025 |
| Compositional generalization in multi-armed bandits T Saanum, E Schulz, M Speekenbrink Proceedings of the Annual Meeting of the Cognitive Science Society 43 (43), 2021 | 7 | 2021 |
| Centaur: a foundation model of human cognition M Binz, E Akata, M Bethge, F Brändle, F Callaway, J Coda-Forno, ... arXiv preprint arXiv:2410.20268, 2024 | 6 | 2024 |
| Sparse Autoencoders Reveal Temporal Difference Learning in Large Language Models C Demircan*, T Saanum*, AK Jagadish, M Binz, E Schulz arXiv preprint arXiv:2410.01280, 2024 | 5 | 2024 |
| Simplifying Latent Dynamics with Softly State-Invariant World Models T Saanum, P Dayan, E Schulz The Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024 | 3* | 2024 |
| Next state prediction gives rise to entangled, yet compositional representations of objects T Saanum, LMS Buschoff, P Dayan, E Schulz arXiv preprint arXiv:2410.04940, 2024 | 2 | 2024 |
| Probing compositional inference in natural and artificial agents AK Jagadish, T Saanum, JX Wang, M Binz, E Schulz 5th Multidisciplinary Conference on Reinforcement Learning and Decision …, 2022 | 1 | 2022 |
| Evaluating alignment between humans and neural network representations in image-based learning tasks (Version posted online November 7, 2024) C Demircan, T Saanum, L Pettini, M Binz, BM Baczkowski, CF Doeller, ... arXiv preprint arXiv:2306.09377, 2024 | | 2024 |
| Learning parsimonious dynamics for state abstraction and navigation T Saanum, E Schulz Computational and Systems Neuroscience Meeting (COSYNE 2023), 113, 2023 | | 2023 |
| Hippocampal spatio-temporal cognitive maps adaptively guide reward generalization T Saanum, M Garvert, E Schulz, NW Schuck, C Doeller Computational and Systems Neuroscience Meeting (COSYNE 2022), 232-233, 2022 | | 2022 |
| Stimulus-reward learning and generalization in structured environments M Garvert, E Schulz, T Saanum, N Schuck, C Doeller | | 2021 |
