1

A flexible hippocampal population code for experience relative to reward

Sosa, M., Plitt, M. H., Giocomo, L. M., et al.

Nature Neuroscience•2025

2

A foundation model to predict and capture human cognition

Binz, M., Elif, A., Bethge, M., et al.

Nature•2025

3

A generative model of the hippocampal formation trained with theta driven local learning rules

Tom M George, Caswell Barry, Kimberly Stachenfeld, Claudia Clopath, Tomoki Fukai

NeurIPS•2023

4

A Geometric Approach to Representation and Abstraction in the Hippocampus and Prefrontal Cortex

Silvia Bernardi, Marcus K. Benna, Mattia Rigotti, Jérôme Munuera, Stefano Fusi, C. Daniel Salzman

Cell•2020

5

A habit and working memory model as an alternative account of human reward-based learning

Anne G. E. Collins

Nature Human Behaviour•2025

6

Adaptive reorganization of history encoding in the retrosplenial cortex supports flexible decision-making strategies

Yu E. Zhang, Bethanny P. Danskin, Maxwell Zhou, Eeshi Uppalapati, Ashley Medina, Chung-Yueh Lin, Takaki Komiyama

Neuron•2026

7

Arousal as a universal embedding for spatiotemporal brain dynamics

Ryan V. Raut, Zachary P. Rosenthal, Xiaodan Wang, Hanyang Miao, Zhanqi Zhang, Jin-Moo Lee, Marcus E. Raichle, Adam Q. Bauer, Steven L. Brunton, Bingni W. Brunton, J. Nathan Kutz

Nature•2025

8

Between planning and map building - Prioritizing replay when future goals are uncertain

Yotam Sagiv, Thomas Akam, Ilana B. Witten, Nathaniel D. Daw

Neuron•2025

9

Between planning and map building; Prioritizing replay when future goals are uncertain

Yotam Sagiv, Thomas Akam, Ilana B. Witten, Nathaniel D. Daw

Neuron•2025

10

Competitive integration of time and reward explains value-sensitive foraging decisions and frontal cortex ramping dynamics

Bukwich, M., Campbell, M. G., Zoltowski, D., Kingsbury, L., Tomov, M. S., Stern, J., Kim, H. R., Drugowitsch, J., Linderman, S. W., Uchida, N.

Neuron•2025

11

Compositional tasks with subspace structure in recurrent neural networks

Sina Tafazoli, Flora M. Bouchacourt, Adel Ardalan, Nikola T. Markov, Motoaki Uchimura, Marcelo G. Mattar, Nathaniel D. Daw, Timothy J. Buschman

Nature Neuroscience•2025

12

Constructing biologically constrained RNNs via Dale's backpropagation and topologically informed pruning

Aishwarya Balwani, Alex Q. Wang, Farzaneh Najafi, Hannah Choi

Science Advances•2025

13

Constructing future behavior in the hippocampal formation through composition and replay

Jacob J. W. Bakermans, Joseph Warren, James C. R. Whittington, Timothy E. J. Behrens

Nature Neuroscience•2025

14

Cooperative actions of interneuron families support the hippocampal spatial code

Valero, M., Abad-Perez, P., Gallardo, A., Picco, M., García-Hernandez, R., Brotons, J., Martínez-Félix, A., Machold, R., Rudy, B., Buzsáki, G.

Science•2025

15

Development of coherent cortical responses reflects increased discriminability of feedforward inputs and their alignment with recurrent circuits

Augusto Abel Lempel, Sigrid Trägenap, Clara Tepohl, Matthias Kaschube, David Fitzpatrick

Neuron•2025

16

Discovering cognitive strategies with tiny recurrent neural networks

Ji-An, L., Benna, M. K., Matter M. G.

Nature•2025

18

Distinct neuronal populations in the human brain combine content and context

Marcel Bausch, Johannes Niediek, Thomas P. Reber, Sina Mackay, Jan Boström,, Christian E. Elger, Florian Mormann

Nature•2026