Discovery of hierarchical representations for efficient planning MS Tomov, S Yagati, A Kumar, W Yang, SJ Gershman PLoS computational biology 16 (4), e1007594, 2020 | 75 | 2020 |
Dissociable neural correlates of uncertainty underlie different exploration strategies MS Tomov, VQ Truong, RA Hundia, SJ Gershman Nature communications 11 (1), 2371, 2020 | 65 | 2020 |
Neural computations underlying causal structure learning MS Tomov, HM Dorfman, SJ Gershman Journal of Neuroscience 38 (32), 7143-7157, 2018 | 56 | 2018 |
Multi-task reinforcement learning in humans MS Tomov, E Schulz, SJ Gershman Nature Human Behaviour 5 (6), 764-773, 2021 | 51 | 2021 |
Driving in real life with inverse reinforcement learning T Phan-Minh, F Howington, TS Chu, SU Lee, MS Tomov, N Li, C Dicle, ... arXiv preprint arXiv:2206.03004, 2022 | 25 | 2022 |
The neural architecture of theory-based reinforcement learning MS Tomov, PA Tsividis, T Pouncy, JB Tenenbaum, SJ Gershman Neuron 111 (8), 1331-1344. e8, 2023 | 8 | 2023 |
Driveirl: Drive in real life with inverse reinforcement learning T Phan-Minh, F Howington, TS Chu, MS Tomov, RE Beaudoin, SU Lee, ... 2023 IEEE International Conference on Robotics and Automation (ICRA), 1544-1550, 2023 | 7 | 2023 |
Causal inference gates corticostriatal learning HM Dorfman, MS Tomov, B Cheung, D Clarke, SJ Gershman, BL Hughes Journal of Neuroscience 41 (32), 6892-6904, 2021 | 5 | 2021 |
CCNLab: A benchmarking framework for computational cognitive neuroscience NX Bhattasali, M Tomov, S Gershman Thirty-fifth Conference on Neural Information Processing Systems Datasets …, 2021 | 2 | 2021 |
Predictive representations: building blocks of intelligence W Carvalho, MS Tomov, W de Cothi, C Barry, SJ Gershman arXiv preprint arXiv:2402.06590, 2024 | | 2024 |
Trajectory planning based on extracted trajectory features EMK Wolff, TM Phan, TS Chu, M Tomov US Patent App. 17/808,943, 2023 | | 2023 |
Safety filter for machine learning planners M Tomov, E Wolff, S Omari US Patent App. 18/320,899, 2023 | | 2023 |
Competitive integration of time and reward explains value-sensitive foraging decisions and frontal cortex ramping dynamics M Bukwich, MG Campbell, D Zoltowski, L Kingsbury, MS Tomov, J Stern, ... bioRxiv, 2023 | | 2023 |
The strategic allocation of working memory and episodic memory in prospective remembering: A neural network model I Momennejad, M Tomov, KA Norman, JD Cohen | | |