A Foundation Model to Predict and Capture Human Cognition (2025)
Marcel Binz, Elif Akata, Matthias Bethge, Franziska Brändle, Fred Callaway, Julian Coda-Forno, Peter Dayan, Can Demircan, Maria K. Eckstein, Noémi Éltető, Thomas L. Griffiths, Susanne Haridi, Akshay K. Jagadish, Li Ji-An, Alexander Kipnis, Sreejan Kumar, Tobias Ludwig, Marvin Mathony, Marcelo Mattar, Alireza Modirshanechi, Surabhi S Nath, Joshua C. Peterson, Milena Rmus, Evan M. Russek, Tankred Saanum, Johannes A Schubert, Luca M Schulze Buschoff, Nishad Singhi, Xin Sui, Mirko Thalmann, Fabian J Theis, Vuong Truong, Vishaal Udandarao, Konstantinos Voudouris, Robert Wilson, Kristin Witte, Shuchen Wu, Dirk U Wulff, Huadong Xiong, Eric Schulz
Nature
[Link]
Discovering Cognitive Strategies with Tiny Recurrent Neural Networks (2025)
Li Ji-An, Marcus K. Benna, Marcelo G Mattar
Nature
[Link]
Looking Deeper into the Algorithms underlying Human Planning (2025)
Ionatan Kuperwajs, Evan M Russek, Marcelo G Mattar, Wei Ji Ma, Thomas L Griffiths
Trends in Cognitive Sciences
[Link]
Episodic Retrieval for Model-Based Evaluation in Sequential Decision Tasks (2024)
Corey Y Zhou, Deborah Talmi, Nathaniel D Daw, Marcelo G Mattar
Psychological Review
[Link]
Emergence and Reconfiguration of Modular Structure for Artificial Neural Networks during Continual Familiarity Detection (2024)
Shi Gu, Marcelo G Mattar, Huajin Tang, Gang Pan
Science Advances
[Link]
A Recurrent Network Model of Planning Explains Hippocampal Replay and Human Behavior (2024)
Kristopher T Jensen, Guillaume Hennequin, Marcelo G Mattar
Nature Neuroscience
[Link]
Estimating the Planning Complexity of Visual Subgoals (2023)
Felix J Binder, Marcelo G Mattar, David Kirsh, Judith E Fan
Journal of Vision
[Link]
Resting State Network Dynamic Reconfiguration and Neuropsychological Functioning in Temporal Lobe Epilepsy: An HD-EEG Investigation (2022)
Gian Marco Duma, Alberto Danieli, Marcelo G Mattar, Martina Baggio, Airis Vettorel, Paolo Bonanni, Giovanni Mento
Cortex
[Link]
Fast Rule Switching and Slow Rule Updating in a Perceptual Categorization Task (2022)
Flora Bouchacourt, Sina Tafazoli, Marcelo G Mattar, Timothy J Buschman, Nathaniel D. Daw
ELife
[Link]
Planning in the Brain (2022)
Marcelo G Mattar, Máté Lengyel
Neuron
[Link]
Experience replay supports non-local learning (2021)
Yunzhe Liu*, Marcelo G Mattar*, Timothy EJ Behrens, Nathaniel D Daw, Raymond J Dolan
Science
*Equal contribution
[Link]
The Temporal Dynamics of Opportunity Costs: A Normative Account of Cognitive Fatigue and Boredom (2021)
Mayank Agrawal, Marcelo G Mattar, Jonathan D Cohen, Nathaniel D Daw
Psychological Review
[Link]
Learning differentially reorganizes brain activity and connectivity (2020)
Maxwell A Bertolero, Azeez Adebimpe, Ankit N Khambhati, Marcelo G Mattar, Daniel Romer, Sharon L Thompson-Schill, Danielle S Bassett
arXiv
[Link]
Patterns of Neural Oscillations in Emotional Memory Discrimination (2019)
Marcelo G Mattar, Deborah Talmi
Neuron
[Link]
Effective learning is accompanied by high-dimensional and efficient representations of neural activity (2019)
Evelyn Tang, Marcelo G Mattar, Chad Giusti, Sharon L Thompson-Schill, Danielle S Bassett
Nature Neuroscience
[Link]
Reward prediction error does not explain movement selectivity in DMS-projecting dopamine neurons (2019)
Rachel S Lee, Marcelo G Mattar, Nathan F Parker, Ilana B Witten, Nathaniel D Daw
eLife
[Link]
Prioritized memory access explains planning and hippocampal replay (2018)
Marcelo G Mattar, Nathaniel D Daw
Nature Neuroscience
[Link]
Adaptation decorrelates shape representations (2018)
Marcelo G Mattar*, Maria Olkkonen*, Russell A Epstein, Geoffrey K Aguirre
Nature Communications
*Equal contribution
[Link]
Individual differences in response precision correlate with adaptation bias (2018)
Marcelo G Mattar, Marie V Carter, Marc S Zebrowitz, Sharon L Thompson-Schill, and Geoffrey K Aguirre
Journal of Vision
[Link]
The network architecture of value learning (2018)
Marcelo G Mattar, Sharon L Thompson-Schill, Danielle S Bassett
Network Neuroscience
[Link]
Predicting future learning from baseline network architecture (2018)
Marcelo G Mattar, Nicholas F Wymbs, Andrew S Bock, Geoffrey K Aguirre, Scott T Grafton, Danielle S Bassett
NeuroImage
[Link]
Brain State Flexibility Accompanies Motor-Skill Acquisition (2018)
Pranav G Reddy, Marcelo G Mattar, Andrew C Murphy, Nicholas F Wymbs, Scott T Grafton, Theodore D Satterthwaite, Danielle S Bassett
NeuroImage
[Link]
Beyond modularity: Fine-scale mechanisms and rules for brain network reconfiguration (2017)
Ankit N Khambhati, Marcelo G Mattar, Nicholas F Wymbs, Scott T Grafton, Danielle S Bassett
NeuroImage
[Link]
A network neuroscience of human learning: Potential to inform quantitative theories of brain and behavior (2017)
Danielle S Bassett, Marcelo G Mattar
Trends in Cognitive Sciences
[Link]
The Energy Landscape Underpinning Module Dynamics in the Human Brain Connectome (2017)
Arian Ashourvan, Shi Gu, Marcelo G Mattar, Jean M Vettel, Danielle S Bassett
NeuroImage
[Link]
Optimal trajectories of brain state transitions (2017)
Shi Gu, Richard F Betzel, Marcelo G Mattar, Matthew Cieslak, Philip R Delio, Scott T Grafton, Fabio Pasqualetti, Danielle S Bassett
NeuroImage
[Link]
Varying timescales of stimulus integration unite neural adaptation and prototype formation (2016)
Marcelo G Mattar*, David A Kahn*, Sharon L Thompson-Schill, Geoffrey K Aguirre
Current Biology
*Equal contribution
[Link]
The flexible brain (2016)
Marcelo G Mattar*, Richard F Betzel*, Danielle S Bassett
Brain
*Equal contribution
[Link]
Structural pathways supporting swift acquisition of new visuomotor skills (2016)
Ari E Kahn, Marcelo G Mattar, Jean M Vettel, Nicholas F Wymbs, Scott T Grafton, Danielle S Bassett
Cerebral Cortex
[Link]
Functional network dynamics of the language system (2016)
Lucy R Chai, Marcelo G Mattar, Idan Asher Blank, Evelina Fedorenko, Danielle S Bassett
Cerebral Cortex
[Link]
A functional cartography of cognitive systems (2015)
Marcelo G Mattar, Michael W Cole, Sharon L Thompson-Schill, Danielle S Bassett
PLoS computational biology
[Link]
Simultaneous perceptual and response biases on sequential face attractiveness judgments (2015)
Teresa K Pegors*, Marcelo G Mattar*, Peter B Bryan, Russell A Epstein
Journal of Experimental Psychology: General
*Equal contribution
[Link]
RSVP in orbit: Identification of single and dual targets in motion (2012)
Brad Wyble, Mary C Potter, Marcelo G Mattar
Attention, Perception, & Psychophysics
[Link]
de Bruijn cycles for neural decoding (2012)
Geoffrey K Aguirre, Marcelo G Mattar, Lucía Magis-Weinberg
NeuroImage
[Link]