DeepHyperion: Exploring the Feature Space of Deep Learning-Based Systems
through Illumination Search

DeepHyperion: Exploring the Feature Space of Deep Learning-Based Systems through Illumination Search

5 July 2021

Tahereh Zohdinasab

Vincenzo Riccio

Paolo Tonella

Papers citing "DeepHyperion: Exploring the Feature Space of Deep Learning-Based Systems through Illumination Search"

12 / 12 papers shown

Title
RBT4DNN: Requirements-based Testing of Neural Networks Nusrat Jahan Mozumder Felipe Toledo Swaroopa Dola Matthew B. Dwyer AAML 92 1 0 03 Apr 2025
Model-based Exploration of the Frontier of Behaviours for Deep Learning System Testing Vincenzo Riccio Paolo Tonella AAML 29 131 0 06 Jul 2020
DeepSmartFuzzer: Reward Guided Test Generation For Deep Learning Samet Demir Hasan Ferit Eniser A. Sen AAML 32 29 0 24 Nov 2019
Taxonomy of Real Faults in Deep Learning Systems Nargiz Humbatova Gunel Jahangirova Gabriele Bavota Vincenzo Riccio Andrea Stocco Paolo Tonella 81 267 0 24 Oct 2019
Machine Learning Testing: Survey, Landscapes and Horizons Jie M. Zhang Mark Harman Lei Ma Yang Liu VLM AILaw 69 746 0 19 Jun 2019
Guiding Deep Learning System Testing using Surprise Adequacy Jinhan Kim R. Feldt S. Yoo AAML ELM 64 431 0 25 Aug 2018
DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems Lei Ma Felix Juefei Xu Fuyuan Zhang Jiyuan Sun Minhui Xue ... Ting Su Li Li Yang Liu Jianjun Zhao Yadong Wang ELM 65 620 0 20 Mar 2018
DeepTest: Automated Testing of Deep-Neural-Network-driven Autonomous Cars Yuchi Tian Kexin Pei Suman Jana Baishakhi Ray AAML 59 1,356 0 28 Aug 2017
DeepXplore: Automated Whitebox Testing of Deep Learning Systems Kexin Pei Yinzhi Cao Junfeng Yang Suman Jana AAML 82 1,361 0 18 May 2017
Data Programming: Creating Large Training Sets, Quickly Alexander Ratner Christopher De Sa Sen Wu Daniel Selsam Christopher Ré 172 714 0 25 May 2016
End to End Learning for Self-Driving Cars Mariusz Bojarski D. Testa Daniel Dworakowski Bernhard Firner B. Flepp ... Urs Muller Jiakai Zhang Xin Zhang Jake Zhao Karol Zieba SSL 89 4,163 0 25 Apr 2016
Illuminating search spaces by mapping elites Jean-Baptiste Mouret Jeff Clune 74 733 0 20 Apr 2015

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