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One Line To Rule Them All: Generating LO-Shot Soft-Label Prototypes



Ilia Sucholutsky , Nam-Hwui Kim , Ryan P. Browne , Matthias Schonlau

* 8 pages 

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Optimal 1-NN Prototypes for Pathological Geometries



Ilia Sucholutsky , Matthias Schonlau

* 8 pages 

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SecDD: Efficient and Secure Method for Remotely Training Neural Networks



Ilia Sucholutsky , Matthias Schonlau

* 2 pages, 1 figure 

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'Less Than One'-Shot Learning: Learning N Classes From M<N Samples



Ilia Sucholutsky , Matthias Schonlau


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Soft-Label Dataset Distillation and Text Dataset Distillation



Ilia Sucholutsky , Matthias Schonlau


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Improving Dataset Distillation



Ilia Sucholutsky , Matthias Schonlau


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Deep Learning for System Trace Restoration



Ilia Sucholutsky , Apurva Narayan , Matthias Schonlau , Sebastian Fischmeister

* Pre-print (accepted to IJCNN 2019) 

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Nearest Labelset Using Double Distances for Multi-label Classification



Hyukjun Gweon , Matthias Schonlau , Stefan Steiner


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