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Hal Daume III

3 accepted papers

2019

Reinforcement Learning with Convex Constraints

NeurIPS 2019poster

In standard reinforcement learning (RL), a learning agent seeks to optimize the overall reward. However, many key aspects of a desired behavior are more naturally expressed as constraints. For instance, the designer may want to limit the use of unsafe actions, increase the diversity of trajectories…

2017

The Amazing Mysteries of the Gutter: Drawing Inferences Between Panels in Comic Book Narratives

CVPR 2017spotlight

Visual narrative is often a combination of explicit information and judicious omissions, relying on the viewer to supply missing details. In comics, most movements in time and space are hidden in the "gutters" between panels. To follow the story, readers logically connect panels together by inferrin…

Cited by 132PDFScholar
2016

A Credit Assignment Compiler for Joint Prediction

NeurIPS 2016poster

Many machine learning applications involve jointly predicting multiple mutually dependent output variables. Learning to search is a family of methods where the complex decision problem is cast into a sequence of decisions via a search space. Although these methods have shown promise both in theory a…

Cited by 11SourcePDFScholar