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04/12/2023
SmartChoices: Augmenting Software with Learned Implementations
We are living in a golden age of machine learning. Powerful models are b...
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11/26/2019
Ranking architectures using meta-learning
Neural architecture search has recently attracted lots of research effor...
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10/10/2019
Gumbel-Matrix Routing for Flexible Multi-task Learning
This paper proposes a novel per-task routing method for multi-task appli...
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02/15/2019
Fast Task-Aware Architecture Inference
Neural architecture search has been shown to hold great promise towards ...
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03/17/2015
Importance weighting without importance weights: An efficient algorithm for combinatorial semi-bandits
We propose a sample-efficient alternative for importance weighting for s...
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06/27/2012
An Adaptive Algorithm for Finite Stochastic Partial Monitoring
We present a new anytime algorithm that achieves near-optimal regret for...
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02/10/2011