Publications

2019
Ishita Dasgupta, Jane Wang, Silvia Chiappa, Jovana Mitrovic, Pedro Ortega, David Raposo, Edward Hughes, Peter Battaglia, Matthew Botvinick, and Zeb Kurth-Nelson. 2019. “Causal Reasoning from Meta-reinforcement Learning.” arXiv preprint arXiv:1901.08162.
Ishita Dasgupta, Eric Schulz, Joshua B Tenenbaum, and Samuel J Gershman. 2019. “A theory of learning to infer.” bioRxiv, Pp. 644534.
2018
Ishita Dasgupta, Demi Guo, Andreas Stuhlmüller, Samuel J Gershman, and Noah D Goodman. 2018. “Evaluating Compositionality in Sentence Embeddings.” arXiv preprint arXiv:1802.04302.
Ishita Dasgupta, Kevin A Smith, Eric Schulz, Joshua B Tenenbaum, and Samuel J Gershman. 2018. “Learning to act by integrating mental simulations and physical experiments.” bioRxiv, Pp. 321497.
Ishita Dasgupta, Eric Schulz, Noah D Goodman, and Samuel J Gershman. 2018. “Remembrance of inferences past: Amortization in human hypothesis generation.” Cognition, 178, Pp. 67-81.
2017
Ishita Dasgupta, Eric Schulz, Noah Goodman, and Samuel Gershman. 2017. “Amortized hypothesis generation.” bioRxiv, Pp. 137190.
Jeremy Bernstein, Ishita Dasgupta, David Rolnick, and Haim Sompolinsky. 2017. “Markov transitions between attractor states in a recurrent neural network.” The AAAI 2017 Spring Symposium on Science of Intelligence: Computational Principles of Natural and Artificial Intelligence 7.
Ishita Dasgupta, Eric Schulz, Noah D Goodman, and Samuel J Gershman. 2017. “Remembrance of Inferences Past.” bioRxiv, Pp. 231837.
Ishita Dasgupta, Eric Schulz, and Samuel J Gershman. 2017. “Where do hypotheses come from?” Cognitive psychology, 96, Pp. 1-25.
2014
Pranay Patil, Ishita Dasgupta, and Kedar Damle. 2014. “Resonating valence-bond physics on the honeycomb lattice.” Physical Review B, 90, 24, Pp. 245121.
2012
Nilesh Aghera, Ishita Dasgupta, and Jayant B Udgaonkar. 2012. “A buried ionizable residue destabilizes the native state and the transition state in the folding of monellin.” Biochemistry, 51, 45, Pp. 9058-9066.