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Meta-Surrogate Benchmarking for Hyperparameter Optimization
Aaron Klein, Zhenwen Dai, Frank Hutter, Neil Lawrence, Javier Gonzalez
Neural Information Processing Systems
The model combines aprobabilistic encoder withamulti-task model suchthatitcan generate inexpensive and realistic tasks of the class of problems of interest.
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- North America > Canada > British Columbia > Metro Vancouver Regional District > Vancouver (0.04)
- Europe > Russia (0.04)
- Europe > Germany > Baden-Wรผrttemberg > Freiburg (0.04)
- Asia > Russia (0.04)
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- North America > United States (0.14)
- Europe > Germany > Rhineland-Palatinate > Kaiserslautern (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
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- Europe > Germany > Rhineland-Palatinate > Kaiserslautern (0.04)
- North America > United States (0.04)
- Europe > Sweden > Stockholm > Stockholm (0.04)
Technology:
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- North America > United States > Wisconsin > Dane County > Madison (0.05)
- North America > United States > Texas (0.05)
Technology:
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- North America > United States > Wisconsin > Dane County > Madison (0.05)
- North America > United States > Texas (0.04)
- Europe > Netherlands > Gelderland > Nijmegen (0.04)
- Asia (0.04)
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Technology:
af835bd1b5b689c3f9d075ae5a15bf3e-Paper-Conference.pdf
Neural Information Processing Systems
Is Integer Arithmetic Enoughfor Deep Learning Training?
Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.35)
Modeling Uncertainty by Learning a Hierarchy of Deep Neural Connections
Raanan Yehezkel Rohekar, Yaniv Gurwicz, Shami Nisimov, Gal Novik
Neural Information Processing Systems
Neural Information Processing Systems http://nips.cc/
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- North America > Canada (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
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- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Directed Networks > Bayesian Learning (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Uncertainty > Bayesian Inference (0.94)
- Information Technology > Artificial Intelligence > Machine Learning > Performance Analysis > Accuracy (0.68)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.68)
Online Nonstochastic Model-Free Reinforcement Learning
Neural Information Processing Systems
Drawing inspiration from recent advancements in model-based control, we introduce a novel class of policies centered on disturbance signals.
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- North America > United States > Pennsylvania > Philadelphia County > Philadelphia (0.04)
- North America > United States > Michigan > Washtenaw County > Ann Arbor (0.04)
- Europe > Belgium > Brussels-Capital Region > Brussels (0.04)
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- Health & Medicine > Therapeutic Area (1.00)
- Health & Medicine > Diagnostic Medicine > Imaging (0.47)
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