Search Results for author: Alper Sen

Found 4 papers, 1 papers with code

Importance-Driven Deep Learning System Testing

no code implementations9 Feb 2020 Simos Gerasimou, Hasan Ferit Eniser, Alper Sen, Alper Cakan

Deep Learning (DL) systems are key enablers for engineering intelligent applications due to their ability to solve complex tasks such as image recognition and machine translation.

Machine Translation Translation

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

Reinforcement Learning-Driven Test Generation for Android GUI Applications using Formal Specifications

no code implementations13 Nov 2019 Yavuz Koroglu, Alper Sen

By dynamically executing the Application Under Test (AUT), it learns how to generate a test that satisfies the LTL formula using Reinforcement Learning (RL).

reinforcement-learning Reinforcement Learning (RL)

DeepFault: Fault Localization for Deep Neural Networks

no code implementations15 Feb 2019 Hasan Ferit Eniser, Simos Gerasimou, Alper Sen

Deep Neural Networks (DNNs) are increasingly deployed in safety-critical applications including autonomous vehicles and medical diagnostics.

Autonomous Vehicles DNN Testing +1

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