Now showing items 130-132 of 160

    • Complexity of Representation and Inference in Compositional Models with Part Sharing 

      Yuille, Alan L.; Mottaghi, Roozbeh (Center for Brains, Minds and Machines (CBMM), arXiv, 2015-05-05)
      This paper performs a complexity analysis of a class of serial and parallel compositional models of multiple objects and shows that they enable efficient representation and rapid inference. Compositional models are generative ...
    • Towards a Programmer’s Apprentice (Again) 

      Shrobe, Howard; Katz, Boris; Davis, Randall (Center for Brains, Minds and Machines (CBMM), 2015-04-03)
      Programmers are loathe to interrupt their workflow to document their design rationale, leading to frequent errors when software is modified—often much later and by different programmers. A Pro- grammer’s Assistant could ...
    • On Invariance and Selectivity in Representation Learning 

      Anselmi, Fabio; Rosasco, Lorenzo; Poggio, Tomaso (Center for Brains, Minds and Machines (CBMM), arXiv, 2015-03-23)
      We discuss data representation which can be learned automatically from data, are invariant to transformations, and at the same time selective, in the sense that two points have the same representation only if they are one ...