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Private Learning Implies Online Learning: An Efficient Reduction
Alon Gonen, Elad Hazan, Shay Moran
Neural Information Processing Systems http://nips.cc/
Minimax Optimal Rate for Parameter Estimation in Multivariate Deviated Models
The deviated model can be motivated by many applications in science.
Meta Learning with Relational Information for Short Sequences
Yujia Xie, Haoming Jiang, Feng Liu, Tuo Zhao, Hongyuan Zha
Neural Information Processing Systems http://nips.cc/
Diverse Ensemble Evolution: Curriculum Data-Model Marriage
Tianyi Zhou, Shengjie Wang, Jeff A. Bilmes
TheinterplayIv: k models Iu: p samples model) is ensemble.
Self-HealingMachineLearning: AFrameworkfor AutonomousAdaptationinReal-WorldEnvironments
Existing approaches to addressing shifts, such as concept drift adaptation, are limited by theirreason-agnosticnature.
Loaded DiCE: Trading off Bias and Variance in Any-Order Score Function Gradient Estimators for Reinforcement Learning
Gregory Farquhar, Shimon Whiteson, Jakob Foerster
Neural Information Processing Systems http://nips.cc/
