Concepedia

Lukas Balles

LB

5

Publications

182

Citations

5

H-Index

2016

Active since

Affiliations

Max Planck Institute for Intelligent Systems(Current)

Max Planck Society

Lukas Balles is an author at Max Planck Institute for Intelligent Systems specializing in data science, machine learning, and engineering.

Top concepts

EngineeringData ScienceMachine LearningDeep LearningComputer ScienceComputer VisionPattern RecognitionSupervised LearningStatisticsVerification

Publications per year

2016–2019

5

Publications

5

Dissecting Adam: The Sign, Magnitude and Variance of Stochastic Gradients

Lukas Balles, Philipp Hennig · arXiv (Cornell University) · 2017 · 77 citations · Full text

Artificial Intelligence, Geometric Learning, Convolutional Neural Network +17

Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation

Anurag Ranjan, Varun Jampani, Lukas Balles et al. · 2019 · 36 citations · Full text

Scene Analysis, Engineering, Machine Learning +18

Early Stopping without a Validation Set

Maren Mahsereci, Lukas Balles, Christoph Lassner et al. · arXiv (Cornell University) · 2017 · 27 citations · Full text

Engineering, Machine Learning, Model Tuning +16

Coupling Adaptive Batch Sizes with Learning Rates

Lukas Balles, Javier Romero, Philipp Hennig · arXiv (Cornell University) · 2016 · 24 citations · Full text

Batch Size, Tensorflow Implementation, Machine Learning +14

Limitations of the Empirical Fisher Approximation.

Frederik Künstner, Lukas Balles, Philipp Hennig · arXiv (Cornell University) · 2019 · 18 citations · Full text

Model Optimization, Gradient Descent Update, Empirical Fisher +14

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