Browsing Center for Brains, Minds & Machines by Author "Tenenbaum, Joshua B."

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    • Building machines that learn and think like people 

      Lake, Brenden M.; Ullman, Tomer D.; Tenenbaum, Joshua B.; Gershman, Samuel J. (Center for Brains, Minds and Machines (CBMM), arXiv, 2016-04-01)
      Recent progress in artificial intelligence (AI) has renewed interest in building systems that learn and think like people. Many advances have come from using deep neural networks trained end-to-end in tasks such as object ...

    • Concepts in a Probabilistic Language of Thought 

      Goodman, Noah D.; Tenenbaum, Joshua B.; Gerstenberg, Tobias (Center for Brains, Minds and Machines (CBMM), 2014-06-14)
      Knowledge organizes our understanding of the world, determining what we expect given what we have already seen. Our predictive representations have two key properties: they are productive, and they are graded. Productive ...

    • Incorporating Rich Social Interactions Into MDPs 

      Tejwani, Ravi; Kuo, Yen-Ling; Shu, Tianmin; Stankovits, Bennett; Gutfreund, Dan; e.a. (Center for Brains, Minds and Machines (CBMM), International Conference on Robotics and Automation (ICRA), 2022-02-07)
      Much of what we do as humans is engage socially with other agents, a skill that robots must also eventually possess. We demonstrate that a rich theory of social interactions originating from microso- ciology and economics ...

    • PHASE: PHysically-grounded Abstract Social Events for Machine Social Perception 

      Netanyahu, Aviv; Shu, Tianmin; Katz, Boris; Barbu, Andrei; Tenenbaum, Joshua B. (Center for Brains, Minds and Machines (CBMM), The Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI), 2021, 2021-03-19)
      The ability to perceive and reason about social interactions in the context of physical environments is core to human social intelligence and human-machine cooperation. However, no prior dataset or benchmark has ...

    • Probing the compositionality of intuitive functions 

      Schulz, Eric; Tenenbaum, Joshua B.; Duvenaud, David; Speekenbrink, Maarten; Gershman, Samuel J. (Center for Brains, Minds and Machines (CBMM), 2016-05-26)
      How do people learn about complex functional structure? Taking inspiration from other areas of cognitive science, we propose that this is accomplished by harnessing compositionality: complex structure is decomposed into ...