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Automating the math for decision-making under uncertainty

New research from MIT automates the math for trading off risk and reward, in domains ranging from artificial intelligence to climate to finance, fixing errors made by deep learning systems. ....

Alex Lew , Sasa Misailovic , Mathieu Huot , Vikash Mansighka , Sam Staton , Artificial Intelligence Laboratory , Department Of Brain , Cognitive Sciences , Siegel Family Foundation , National Science Foundation , Oxford University , University Of Illinois At Urbana Champaign , Computing Project , Computer Science , Common Sense , Siegel Family , Massachusetts Institute Of Technology , It News , Probabilistic Computing Project , Mit Csail , Mit Quest For Intelligence , It Research , Probabilistic Programming , Probabilistic Computing , Automatic Differentiation , Computer Modeling ,

Probabilistically Programmed Systems See More Like Humans Do | Research & Technology

Probabilistically Programmed Systems See More Like Humans Do | Research & Technology
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Vikashk Mansinghka , Nishad Gothoskar , Marco Cusumano Towner , Courtesy Of Massachusetts Institute Technology , Scene Perception , Probabilistic Programming , Massachusetts Institute , Probabilistic Computing , Dense Fusion , Neural Information Processing Systems ,

Machines that see the world more like humans do

MIT researchers have used probabilistic programming and inverse graphics to develop a framework that enables computer vision systems to more accurately explain 3D scenes observed in 2D images. ....

Matt Turek , Austin Garrett , Marco Cusumano Towner , Falk Pollok , Ben Zinberg , Vikashk Mansinghka , Joshuab Tenenbaum , Matin Ghavamizadeh , Nishad Gothoskar , Dan Gutfreund , Artificial Intelligence Laboratory , Department Of Brain , Aphorism Foundation , Cognitive Sciences , Intel Probabilistic Computing Center , Technology Agency , Watson Ai Lab , Schwarzman College Of Computing , Siegel Family Foundation , Machine Common Sense Program , Probabilistic Computing , Career Development Professor , Cognitive Science , Computer Science , Probabilistic Computing Project , Neural Information Processing Systems ,

Machines that see the world more like humans do

Computer vision systems sometimes make inferences about a scene that fly in the face of common sense. For example, if a robot were processing a scene of a ....

Matt Turek , Austin Garrett , Marco Cusumano Towner , Falk Pollok , Ben Zinberg , Vikashk Mansinghka , Joshuab Tenenbaum , Matin Ghavamizadeh , Nishad Gothoskar , Dan Gutfreund , Artificial Intelligence Laboratory , Department Of Brain , Aphorism Foundation , Cognitive Sciences , Intel Probabilistic Computing Center , Technology Agency , Watson Ai Lab , Schwarzman College Of Computing , Siegel Family Foundation , Machine Common Sense Program , Probabilistic Computing , Career Development Professor , Cognitive Science , Computer Science , Probabilistic Computing Project , Neural Information Processing Systems ,