Search Results for author: Samet Demir

Found 3 papers, 2 papers with code

Optimal Nonlinearities Improve Generalization Performance of Random Features

no code implementations28 Sep 2023 Samet Demir, Zafer Doğan

Random feature model with a nonlinear activation function has been shown to perform asymptotically equivalent to a Gaussian model in terms of training and generalization errors.

Neural Academic Paper Generation

1 code implementation2 Dec 2019 Samet Demir, Uras Mutlu, Özgur Özdemir

In this work, we tackle the problem of structured text generation, specifically academic paper generation in $\LaTeX{}$, inspired by the surprisingly good results of basic character-level language models.

Language Modelling Paper generation

DeepSmartFuzzer: Reward Guided Test Generation For Deep Learning

1 code implementation24 Nov 2019 Samet Demir, Hasan Ferit Eniser, Alper Sen

Among those, CGF aims to produce new test inputs by fuzzing existing ones to achieve high coverage on a test adequacy criterion (i. e. coverage criterion).

Data Augmentation

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