67 citations · 358 across the 36 of their papers we have counts for
4 papers · 1 filter
Uniform Convergence Bounds for Codec Selection
Clayton Sanford, Cyrus Cousins, Eli Upfal
We frame the problem of selecting an optimal audio encoding scheme as a supervised learning task. Through uniform convergence theory, we guarantee approximately optimal codec selec…
VizRec: A framework for secure data exploration via visual representation
Lorenzo De Stefani, Leonhard F. Spiegelberg, Tim Kraska +1
Visual representations of data (visualizations) are tools of great importance and widespread use in data analytics as they provide users visual insight to patterns in the observed…
Unknown Examples & Machine Learning Model Generalization
Yeounoh Chung, Peter J. Haas, Eli Upfal +1
Over the past decades, researchers and ML practitioners have come up with better and better ways to build, understand and improve the quality of ML models, but mostly under the key…
Machine Learning in High Energy Physics Community White Paper
Kim Albertsson, Piero Altoe, Dustin Anderson +125
Machine learning has been applied to several problems in particle physics research, beginning with applications to high-level physics analysis in the 1990s and 2000s, followed by a…