Inverse stochastic learning

Inverse stochastic learning

How can we infer what a subject has inferred at any moment based on their behavior?

August 2024 · Momchil S. Tomov
Predictive representations

Predictive Representations: Building Blocks of Intelligence

What is the successor representation? What is its role in biological and artificial intelligence?

January 2024 · Wilka Carvalho *, Momchil S. Tomov *, William de Cothi *, Caswell Barry, Samuel J. Gershman
Corticostriatal learning

Causal Inference Gates Corticostriatal Learning

How do causal inferences shape reward-based learning in the brain?

August 2021 · Hayley M. Dorfman *, Momchil S. Tomov *, Bernice Cheung, Dennis Clarke, Samuel J. Gershman *, Brent L. Hughes *
Multi-task reinforcement learning

Multi-task reinforcement learning in humans

How do humans transfer knowledge across different tasks?

June 2021 · Momchil S. Tomov *, Eric Schulz *, Samuel J. Gershman
Neural computations of causal learning

Neural Computations Underlying Causal Structure Learning

How does the brain learn the abstract causal structure of the world in a way that supports generalization?

August 2018 · Momchil S. Tomov, Hayley M. Dorfman, Samuel J. Gershman