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Dive into the research topics where Jessica B. Hamrick is active.

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Featured researches published by Jessica B. Hamrick.


Proceedings of the National Academy of Sciences of the United States of America | 2013

Simulation as an engine of physical scene understanding.

Peter Battaglia; Jessica B. Hamrick; Joshua B. Tenenbaum

In a glance, we can perceive whether a stack of dishes will topple, a branch will support a child’s weight, a grocery bag is poorly packed and liable to tear or crush its contents, or a tool is firmly attached to a table or free to be lifted. Such rapid physical inferences are central to how people interact with the world and with each other, yet their computational underpinnings are poorly understood. We propose a model based on an “intuitive physics engine,” a cognitive mechanism similar to computer engines that simulate rich physics in video games and graphics, but that uses approximate, probabilistic simulations to make robust and fast inferences in complex natural scenes where crucial information is unobserved. This single model fits data from five distinct psychophysical tasks, captures several illusions and biases, and explains core aspects of human mental models and common-sense reasoning that are instrumental to how humans understand their everyday world.


arXiv: Learning | 2018

Relational inductive biases, deep learning, and graph networks.

Peter Battaglia; Jessica B. Hamrick; Victor Bapst; Alvaro Sanchez-Gonzalez; Vinícius Flores Zambaldi; Mateusz Malinowski; Andrea Tacchetti; David Raposo; Adam Santoro; Ryan Faulkner; Caglar Gulcehre; Francis Song; Andrew J. Ballard; Justin Gilmer; George E. Dahl; Ashish Vaswani; Kelsey Allen; Charles Nash; Victoria Langston; Chris Dyer; Nicolas Heess; Daan Wierstra; Pushmeet Kohli; Matthew Botvinick; Oriol Vinyals; Yujia Li; Razvan Pascanu


arXiv: Learning | 2018

Relational inductive bias for physical construction in humans and machines.

Jessica B. Hamrick; Kelsey Allen; Victor Bapst; Tina Zhu; Kevin R. McKee; Joshua B. Tenenbaum; Peter Battaglia


Cognitive Science | 2013

Inferring mass in complex physical scenes via probabilistic simulation

Jessica B. Hamrick; Peter Battaglia; Thomas L. Griffiths; Joshua B. Tenenbaum


Cognitive Science | 2011

Probabilistic internal physics models guide judgments about object dynamics

Jessica B. Hamrick; Peter Battaglia; Joshua B. Tenenbaum


Cognitive Science | 2017

Exploring inductive bias of visual scenes.

Jessica B. Hamrick; David Bourgin; Thomas Langlois; Thomas L. Griffiths


Cognitive Science | 2016

Wallace: Automating Cultural Evolution Experiments Through Crowdsourcing.

Jordan W. Suchow; Thomas J. H. Morgan; Jessica B. Hamrick; Michael Pacer; Stephan C. Meylan; Thomas L. Griffiths


Archive | 2013

Intuitive physics judgments guided by probabilistic dynamics model

Jessica B. Hamrick; Peter Battaglia; Joshua B. Tenenbaum


Journal of Vision | 2012

Intuitive mechanics in visual reasoning about complex scenes with unknown forces

Peter Battaglia; Jessica B. Hamrick; Joshua B. Tenenbaum


Journal of Vision | 2012

Physics knowledge aids object perception in dynamic scenes

Jessica B. Hamrick; Peter Battaglia; Joshua B. Tenenbaum

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Peter Battaglia

Massachusetts Institute of Technology

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Joshua B. Tenenbaum

Massachusetts Institute of Technology

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Andrea Tacchetti

Massachusetts Institute of Technology

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Ashish Vaswani

University of Southern California

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Chris Dyer

Carnegie Mellon University

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David Bourgin

University of California

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