Author
Ishita Dasgupta
Harvard University
Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.
Biology Disciplines
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2017-2026 · peak 2/yrCo-Author Collaboration Network
10 top collaborators · 16 mutual co-author links4 papers
Recent·Most cited
- Cancer BiologyAnnals of Biomedical EngineeringPeer-reviewed2 citations
- Animal Behavior & CognitionbioRxivPreprint
Learning to act by integrating mental simulations and physical experiments
Ishita Dasgupta, Kevin A. Smith, Eric Schulz…·Samuel J. Gershman
The paper shows people balance mental simulations and physical experiments to learn action effects, adjusting effort based on trial characteristics.
DOI 10.1101/321497 - Animal Behavior & CognitionbioRxiv
Remembrance of Inferences Past
Ishita Dasgupta, E. Schulz, N. D. Goodman, S. J. Gershman
The paper shows humans use amortized inference in probabilistic reasoning, reusing summary statistics from previous queries to save cognitive resources.
DOI 10.1016/j.cognition.2018.04.017 - Animal Behavior & CognitionbioRxivPreprint
Amortized Hypothesis Generation
Ishita Dasgupta, Eric Schulz, Noah D. Goodman, Samuel J. Gershman
The paper demonstrates that people use amortized inference strategies when answering related queries, caching summary statistics rather than raw samples.
DOI 10.1101/137190