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Arachne: Search Based Repair of Deep Neural Networks
v1v2 (latest)

Arachne: Search Based Repair of Deep Neural Networks

ACM Transactions on Software Engineering and Methodology (TOSEM), 2019
28 December 2019
Jeongju Sohn
Sungmin Kang
S. Yoo
    KELM
ArXiv (abs)PDFHTML

Papers citing "Arachne: Search Based Repair of Deep Neural Networks"

18 / 18 papers shown
Title
Provable Repair of Deep Neural Network Defects by Preimage Synthesis and Property Refinement
Provable Repair of Deep Neural Network Defects by Preimage Synthesis and Property Refinement
Jianan Ma
Jingyi Wang
Qi Xuan
Zhen Wang
AAML
77
0
0
11 Nov 2025
Feature-Guided Analysis of Neural Networks: A Replication Study
Feature-Guided Analysis of Neural Networks: A Replication Study
Federico Formica
Stefano Gregis
Aurora Francesca Zanenga
Andrea Rota
Mark Lawford
Claudio Menghi
88
0
0
28 Oct 2025
DeepProv: Behavioral Characterization and Repair of Neural Networks via Inference Provenance Graph Analysis
DeepProv: Behavioral Characterization and Repair of Neural Networks via Inference Provenance Graph Analysis
Firas Ben Hmida
Abderrahmen Amich
Ata Kaboudi
Birhanu Eshete
AAMLGNN
134
0
0
30 Sep 2025
FairFLRep: Fairness aware fault localization and repair of Deep Neural Networks
FairFLRep: Fairness aware fault localization and repair of Deep Neural NetworksACM Transactions on Software Engineering and Methodology (TOSEM), 2025
Moses Openja
Paolo Arcaini
Foutse Khomh
Fuyuki Ishikawa
80
1
0
11 Aug 2025
PRUNE: A Patching Based Repair Framework for Certifiable Unlearning of Neural Networks
PRUNE: A Patching Based Repair Framework for Certifiable Unlearning of Neural Networks
Xuzhao Li
Jingyi Wang
Xiaohan Yuan
Peixin Zhang
AAMLMU
315
0
0
10 May 2025
Causality-Driven Neural Network Repair: Challenges and Opportunities
Causality-Driven Neural Network Repair: Challenges and Opportunities
Fatemeh Vares
Brittany Johnson
AAML
185
1
0
24 Apr 2025
An Experience Report on Regression-Free Repair of Deep Neural Network ModelIEEE International Conference on Software Analysis, Evolution, and Reengineering (SANER), 2023
Takao Nakagawa
Susumu Tokumoto
Shogo Tokui
Fuyuki Ishikawa
193
1
0
10 Mar 2025
COSMosFL: Ensemble of Small Language Models for Fault Localisation
COSMosFL: Ensemble of Small Language Models for Fault Localisation
Hyunjoon Cho
Sungmin Kang
Gabin An
S. Yoo
221
2
0
05 Feb 2025
Path Analysis for Effective Fault Localization in Deep Neural Networks
Path Analysis for Effective Fault Localization in Deep Neural NetworksApplied Soft Computing (Appl. Soft Comput.), 2023
Soroush Hashemifar
Saeed Parsa
A. Kalaee
AAML
288
0
0
28 Jan 2025
On Accelerating Deep Neural Network Mutation Analysis by Neuron and Mutant Clustering
On Accelerating Deep Neural Network Mutation Analysis by Neuron and Mutant ClusteringInternational Conference on Information Control Systems & Technologies (ICICST), 2025
Lauren Lyons
Ali Ghanbari
192
1
0
22 Jan 2025
An Empirical Study of Fault Localisation Techniques for Deep Learning
An Empirical Study of Fault Localisation Techniques for Deep Learning
Nargiz Humbatova
Jinhan Kim
Gunel Jahangirova
S. Yoo
Paolo Tonella
247
1
0
15 Dec 2024
FAST: Boosting Uncertainty-based Test Prioritization Methods for Neural
  Networks via Feature Selection
FAST: Boosting Uncertainty-based Test Prioritization Methods for Neural Networks via Feature SelectionInternational Conference on Automated Software Engineering (ASE), 2024
Jialuo Chen
Jingyi Wang
Xiyue Zhang
Youcheng Sun
Marta Kwiatkowska
Jiming Chen
Peng Cheng
194
2
0
13 Sep 2024
Machine Learning Robustness: A Primer
Machine Learning Robustness: A Primer
Houssem Ben Braiek
Foutse Khomh
AAMLOOD
379
20
0
01 Apr 2024
One-Shot Domain Incremental Learning
One-Shot Domain Incremental Learning
Yasushi Esaki
Satoshi Koide
Takuro Kutsuna
CLLVLM
246
2
0
25 Mar 2024
LUNA: A Model-Based Universal Analysis Framework for Large Language
  Models
LUNA: A Model-Based Universal Analysis Framework for Large Language ModelsIEEE Transactions on Software Engineering (TSE), 2023
Da Song
Xuan Xie
Yuheng Huang
Derui Zhu
Yuheng Huang
Felix Juefei Xu
Lei Ma
ALM
314
9
0
22 Oct 2023
Hazards in Deep Learning Testing: Prevalence, Impact and Recommendations
Hazards in Deep Learning Testing: Prevalence, Impact and Recommendations
Salah Ghamizi
Maxime Cordy
Yuejun Guo
Mike Papadakis
And Yves Le Traon
149
1
0
11 Sep 2023
Repairing Deep Neural Networks Based on Behavior Imitation
Repairing Deep Neural Networks Based on Behavior Imitation
Zhen Liang
Taoran Wu
Changyuan Zhao
Wanwei Liu
Bai Xue
Wenjing Yang
Jing Wang
AAML
234
6
0
05 May 2023
AIREPAIR: A Repair Platform for Neural Networks
AIREPAIR: A Repair Platform for Neural Networks
Xidan Song
Youcheng Sun
Mustafa A. Mustafa
Lucas C. Cordeiro
KELM
153
4
0
24 Nov 2022
1