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CD-MAKE (cdmake)
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Viewing Publication 1 - 100 from 174
2023
Let Me Think! Investigating the Effect of Explanations Feeding Doubts About the AI Advice
Federico Cabitza
,
Andrea Campagner
,
Lorenzo Famiglini
,
Chiara Natali
,
Valerio Caccavella
,
Enrico Gallazzi
.
cdmake 2023
:
155-169
[doi]
Hyper-Stacked: Scalable and Distributed Approach to AutoML for Big Data
Ryan Dave
,
Juan S. Angarita-Zapata
,
Isaac Triguero
.
cdmake 2023
:
82-102
[doi]
Memorization of Named Entities in Fine-Tuned BERT Models
Andor Diera
,
Nicolas Lell
,
Aygul Garifullina
,
Ansgar Scherp
.
cdmake 2023
:
258-279
[doi]
Standing Still Is Not an Option: Alternative Baselines for Attainable Utility Preservation
Sebastian Eresheim
,
Fabian Kovac
,
Alexander Adrowitzer
.
cdmake 2023
:
239-257
[doi]
Domain-Specific Evaluation of Visual Explanations for Application-Grounded Facial Expression Recognition
Bettina Finzel
,
Ines Rieger
,
Simon Kuhn
,
Ute Schmid
.
cdmake 2023
:
31-44
[doi]
Efficient Approximation of Asymmetric Shapley Values Using Functional Decomposition
Arne Gevaert
,
Anna Saranti
,
Andreas Holzinger
,
Yvan Saeys
.
cdmake 2023
:
13-30
[doi]
Machine Learning and Knowledge Extraction - 7th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2023, Benevento, Italy, August 29 - September 1, 2023, Proceedings
Andreas Holzinger
,
Peter Kieseberg
,
Federico Cabitza
,
Andrea Campagner
,
A Min Tjoa
,
Edgar R. Weippl
, editors,
Volume 14065 of
Lecture Notes in Computer Science
, Springer,
2023.
[doi]
Human-in-the-Loop Integration with Domain-Knowledge Graphs for Explainable Federated Deep Learning
Andreas Holzinger
,
Anna Saranti
,
Anne-Christin Hauschild
,
Jacqueline Michelle Beinecke
,
Dominik Heider
,
Richard Röttger
,
Heimo Müller
,
Jan Baumbach
,
Bastian Pfeifer
.
cdmake 2023
:
45-64
[doi]
Transformers are Short-Text Classifiers
Fabian Karl
,
Ansgar Scherp
.
cdmake 2023
:
103-122
[doi]
Controllable AI - An Alternative to Trustworthiness in Complex AI Systems?
Peter Kieseberg
,
Edgar R. Weippl
,
A Min Tjoa
,
Federico Cabitza
,
Andrea Campagner
,
Andreas Holzinger
.
cdmake 2023
:
1-12
[doi]
The Split Matters: Flat Minima Methods for Improving the Performance of GNNs
Nicolas Lell
,
Ansgar Scherp
.
cdmake 2023
:
200-226
[doi]
Fine-Tuning Language Models for Scientific Writing Support
Justin Mücke
,
Daria Waldow
,
Luise Metzger
,
Philipp Schauz
,
Marcel Hoffmann
,
Nicolas Lell
,
Ansgar Scherp
.
cdmake 2023
:
301-318
[doi]
Probabilistic Framework Based on Deep Learning for Differentiating Ultrasound Movie View Planes
Andrei Nascu
,
Smaranda Belciug
,
Anca-Maria Istrate-Ofiteru
,
Dominic Gabriel Iliescu
.
cdmake 2023
:
227-238
[doi]
Using Machine Learning to Generate a Dictionary for Environmental Issues
Daniel E. O'Leary
,
Yangin Yoon
.
cdmake 2023
:
141-154
[doi]
Reinforcement Learning with Temporal-Logic-Based Causal Diagrams
Yash Paliwal
,
Rajarshi Roy 0002
,
Jean-Raphaël Gaglione
,
Nasim Baharisangari
,
Daniel Neider
,
Xiaoming Duan
,
Ufuk Topcu
,
Zhe Xu 0005
.
cdmake 2023
:
123-140
[doi]
Sustainability Effects of Robust and Resilient Artificial Intelligence
Torsten Priebe
,
Peter Kieseberg
,
Alexander Adrowitzer
,
Oliver Eigner
,
Fabian Kovac
.
cdmake 2023
:
188-199
[doi]
Event and Entity Extraction from Generated Video Captions
Johannes Scherer
,
Deepayan Bhowmik
,
Ansgar Scherp
.
cdmake 2023
:
280-300
[doi]
The Tower of Babel in Explainable Artificial Intelligence (XAI)
David Schneeberger
,
Richard Röttger
,
Federico Cabitza
,
Andrea Campagner
,
Markus Plass
,
Heimo Müller
,
Andreas Holzinger
.
cdmake 2023
:
65-81
[doi]
Enhancing Trust in Machine Learning Systems by Formal Methods - With an Application to a Meteorological Problem
Christina Tavolato-Wötzl
,
Paul Tavolato
.
cdmake 2023
:
170-187
[doi]
2022
How to Reduce the Time Necessary for Evaluation of Tree-Based Models
Viera Anderková
,
Frantisek Babic
.
cdmake 2022
:
290-305
[doi]
An Evaluation Study of Intrinsic Motivation Techniques Applied to Reinforcement Learning over Hard Exploration Environments
Alain Andres
,
Esther Villar-Rodriguez
,
Javier Del Ser
.
cdmake 2022
:
201-220
[doi]
Effects of Fairness and Explanation on Trust in Ethical AI
Alessa Angerschmid
,
Kevin Theuermann
,
Andreas Holzinger
,
Fang Chen 0001
,
Jianlong Zhou
.
cdmake 2022
:
51-67
[doi]
Towards Refined Classifications Driven by SHAP Explanations
Yusuf Arslan
,
Bertrand Lebichot
,
Kevin Allix
,
Lisa Veiber
,
Clément Lefebvre
,
Andrey Boytsov
,
Anne Goujon
,
Tegawendé F. Bissyandé
,
Jacques Klein
.
cdmake 2022
:
68-81
[doi]
SECI Model in Data-Based Procedure for the Assessment of the Frailty State in Diabetic Patients
Frantisek Babic
,
Viera Anderková
,
Zvonimir Bosnic
,
Mile Volaric
,
Ljiljana Trtica-Majnaric
.
cdmake 2022
:
328-342
[doi]
Visualizing Large Collections of URLs Using the Hilbert Curve
Poornima Belavadi
,
Johannes Nakayama
,
André Calero Valdez
.
cdmake 2022
:
270-289
[doi]
Color Shadows (Part I): Exploratory Usability Evaluation of Activation Maps in Radiological Machine Learning
Federico Cabitza
,
Andrea Campagner
,
Lorenzo Famiglini
,
Enrico Gallazzi
,
Giovanni Andrea La Maida
.
cdmake 2022
:
31-50
[doi]
Global Interpretable Calibration Index, a New Metric to Estimate Machine Learning Models' Calibration
Federico Cabitza
,
Andrea Campagner
,
Lorenzo Famiglini
.
cdmake 2022
:
82-99
[doi]
The ROC Diagonal is Not Layperson's Chance: A New Baseline Shows the Useful Area
André M. Carrington
,
Paul W. Fieguth
,
Franz Mayr
,
Nick D. James
,
Andreas Holzinger
,
John W. Pickering
,
Richard I. Aviv
.
cdmake 2022
:
100-113
[doi]
Towards Generating Financial Reports from Tabular Data Using Transformers
Clayton Leroy Chapman
,
Lars Patrick Hillebrand
,
Marc Robin Stenzel
,
Tobias Deußer
,
David Biesner
,
Christian Bauckhage
,
Rafet Sifa
.
cdmake 2022
:
221-232
[doi]
Explain to Not Forget: Defending Against Catastrophic Forgetting with XAI
Sami Ede
,
Serop Baghdadlian
,
Leander Weber
,
An Nguyen
,
Dario Zanca
,
Wojciech Samek
,
Sebastian Lapuschkin
.
cdmake 2022
:
1-18
[doi]
Machine Learning and Knowledge Extraction to Support Work Safety for Smart Forest Operations
Ferdinand Hoenigsberger
,
Anna Saranti
,
Alessa Angerschmid
,
Carl Orge Retzlaff
,
Christoph Gollob
,
Sarah Witzmann
,
Arne Nothdurft
,
Peter Kieseberg
,
Andreas Holzinger
,
Karl Stampfer
.
cdmake 2022
:
362-375
[doi]
Machine Learning and Knowledge Extraction - 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Vienna, Austria, August 23-26, 2022, Proceedings
Andreas Holzinger
,
Peter Kieseberg
,
A. Min Tjoa
,
Edgar Weippl
, editors,
Volume 13480 of
Lecture Notes in Computer Science
, Springer,
2022.
[doi]
Classification of Screenshot Image Captured in Online Meeting System
Minoru Kuribayashi
,
Kodai Kamakari
,
Nobuo Funabiki
.
cdmake 2022
:
244-255
[doi]
An Empirical Analysis of Synthetic-Data-Based Anomaly Detection
Majlinda Llugiqi
,
Rudolf Mayer
.
cdmake 2022
:
306-327
[doi]
Approximation of SHAP Values for Randomized Tree Ensembles
Markus Loecher
,
Dingyi Lai
,
Wu Qi
.
cdmake 2022
:
19-30
[doi]
Debiasing MDI Feature Importance and SHAP Values in Tree Ensembles
Markus Loecher
.
cdmake 2022
:
114-129
[doi]
A Survey on the Application of Virtual Reality in Event-Related Potential Research
Vladimir Marochko
,
Richard Reilly
,
Rachel McDonnell
,
Luca Longo
.
cdmake 2022
:
256-269
[doi]
Identifying Fraud Rings Using Domain Aware Weighted Community Detection
Shaik Masihullah
,
Meghana Negi
,
Jose Matthew
,
Jairaj Sathyanarayana
.
cdmake 2022
:
150-167
[doi]
Comparing Machine Learning Correlations to Domain Experts' Causal Knowledge: Employee Turnover Use Case
Eya Meddeb
,
Christopher P. Bowers
,
Lynn Nichol
.
cdmake 2022
:
343-361
[doi]
Capabilities, Limitations and Challenges of Style Transfer with CycleGANs: A Study on Automatic Ring Design Generation
Tomas Cabezon Pedroso
,
Javier Del Ser
,
Natalia Díaz Rodríguez
.
cdmake 2022
:
168-187
[doi]
Evaluating the Performance of SOBEK Text Mining Keyword Extraction Algorithm
Eliseo Reategui
,
Marcio Bigolin
,
Michel Carniato
,
Rafael Antunes dos Santos
.
cdmake 2022
:
233-243
[doi]
The Influence of User Diversity on Motives and Barriers when Using Health Apps - A Conjoint Investigation of the Intention-Behavior Gap
Eva Rössler
,
Patrick Halbach
,
Laura Burbach
,
Martina Ziefle
,
André Calero Valdez
.
cdmake 2022
:
130-149
[doi]
Semantic Causal Abstraction for Event Prediction
Sasha Strelnikoff
,
Aruna Jammalamadaka
,
Tsai-Ching Lu
.
cdmake 2022
:
188-200
[doi]
2021
Active Finite Reward Automaton Inference and Reinforcement Learning Using Queries and Counterexamples
Zhe Xu 0005
,
Bo Wu 0005
,
Aditya Ojha
,
Daniel Neider
,
Ufuk Topcu
.
cdmake 2021
:
115-135
[doi]
Fair and Adequate Explanations
Nicholas Asher
,
Soumya Paul
,
Chris Russell 0001
.
cdmake 2021
:
79-97
[doi]
Transparent Ensembles for Covid-19 Prognosis
Guido Bologna
.
cdmake 2021
:
351-364
[doi]
Text2PyCode: Machine Translation of Natural Language Intent to Python Source Code
Sridevi Bonthu
,
S. Rama Sree
,
M. H. M. Krishna Prasad
.
cdmake 2021
:
51-60
[doi]
Automated Short Answer Grading Using Deep Learning: A Survey
Sridevi Bonthu
,
S. Rama Sree
,
M. H. M. Krishna Prasad
.
cdmake 2021
:
61-78
[doi]
Weighted Utility: A Utility Metric Based on the Case-Wise Raters' Perceptions
Andrea Campagner
,
Enrico Conte
,
Federico Cabitza
.
cdmake 2021
:
203-210
[doi]
Reliable AI Through SVDD and Rule Extraction
Alberto Carlevaro
,
Maurizio Mongelli
.
cdmake 2021
:
153-171
[doi]
Deep Convolutional Neural Network (CNN) Design for Pathology Detection of COVID-19 in Chest X-Ray Images
Narayana Darapaneni
,
Anindya Sil
,
Balaji Kagiti
,
S. Krishna Kumar
,
N. B. Ramanathan
,
S. B. VasanthaKumara
,
Anwesh Reddy Paduri
,
Abdul Manuf
.
cdmake 2021
:
211-223
[doi]
Self-propagating Malware Containment via Reinforcement Learning
Sebastian Eresheim
,
Daniel Pasterk
.
cdmake 2021
:
35-50
[doi]
Machine Learning and Knowledge Extraction - 5th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2021, Virtual Event, August 17-20, 2021, Proceedings
Andreas Holzinger
,
Peter Kieseberg
,
A Min Tjoa
,
Edgar R. Weippl
, editors,
Volume 12844 of
Lecture Notes in Computer Science
, Springer,
2021.
[doi]
Digital Transformation for Sustainable Development Goals (SDGs) - A Security, Safety and Privacy Perspective on AI
Andreas Holzinger
,
Edgar R. Weippl
,
A Min Tjoa
,
Peter Kieseberg
.
cdmake 2021
:
1-20
[doi]
Airbnb Price Prediction Using Machine Learning and Sentiment Analysis
Pouya Rezazadeh Kalehbasti
,
Liubov Nikolenko
,
Hoormazd Rezaei
.
cdmake 2021
:
173-184
[doi]
Mining Causal Hypotheses in Categorical Time Series by Iterating on Binary Correlations
Bora I. Kumova
,
Dirk Saller
.
cdmake 2021
:
99-114
[doi]
From Explainable to Reliable Artificial Intelligence
Sara Narteni
,
Melissa Ferretti
,
Vanessa Orani
,
Ivan Vaccari
,
Enrico Cambiaso
,
Maurizio Mongelli
.
cdmake 2021
:
255-273
[doi]
When in Doubt, Ask: Generating Answerable and Unanswerable Questions, Unsupervised
Liubov Nikolenko
,
Pouya Rezazadeh Kalehbasti
.
cdmake 2021
:
21-33
[doi]
Anomaly Detection for Skin Lesion Images Using Replicator Neural Networks
Fabrizio Nunnari
,
Hasan Md Tusfiqur Alam
,
Daniel Sonntag
.
cdmake 2021
:
225-240
[doi]
On the Overlap Between Grad-CAM Saliency Maps and Explainable Visual Features in Skin Cancer Images
Fabrizio Nunnari
,
Md Abdul Kadir
,
Daniel Sonntag
.
cdmake 2021
:
241-253
[doi]
Rice Seed Image-to-Image Translation Using Generative Adversarial Networks to Improve Weedy Rice Image Classification
Atthakorn Petchsod
,
Tanasai Sucontphunt
.
cdmake 2021
:
137-151
[doi]
MAIRE - A Model-Agnostic Interpretable Rule Extraction Procedure for Explaining Classifiers
Rajat Sharma
,
Nikhil Reddy
,
Vidhya Kamakshi
,
Narayanan C. Krishnan
,
Shweta Jain 0006
.
cdmake 2021
:
329-349
[doi]
Towards Financial Sentiment Analysis in a South African Landscape
Michelle Terblanche
,
Vukosi Marivate
.
cdmake 2021
:
185-202
[doi]
Explanatory Pluralism in Explainable AI
Yiheng Yao
.
cdmake 2021
:
275-292
[doi]
On the Trustworthiness of Tree Ensemble Explainability Methods
Angeline Yasodhara
,
Azin Asgarian
,
Diego Huang
,
Parinaz Sobhani
.
cdmake 2021
:
293-308
[doi]
Human-in-the-Loop Model Explanation via Verbatim Boundary Identification in Generated Neighborhoods
Xianlong Zeng
,
Fanghao Song
,
Zhongen Li
,
Krerkkiat Chusap
,
Chang Liu 0028
.
cdmake 2021
:
309-327
[doi]
2020
A Clustering Backed Deep Learning Approach for Document Layout Analysis
Rhys Agombar
,
Max Lübbering
,
Rafet Sifa
.
cdmake 2020
:
423-430
[doi]
Inter-space Machine Learning in Smart Environments
Amin Anjomshoaa
,
Edward Curry
.
cdmake 2020
:
535-549
[doi]
An Efficient Method for Mining Informative Association Rules in Knowledge Extraction
Parfait Bemarisika
,
André Totohasina
.
cdmake 2020
:
227-247
[doi]
Back to the Feature: A Neural-Symbolic Perspective on Explainable AI
Andrea Campagner
,
Federico Cabitza
.
cdmake 2020
:
39-55
[doi]
Scenario-Based Requirements Elicitation for User-Centric Explainable AI - A Case in Fraud Detection
Douglas Cirqueira
,
Dietmar Nedbal
,
Markus Helfert
,
Marija Bezbradica
.
cdmake 2020
:
321-341
[doi]
Active Learning for Auditory Hierarchy
William Coleman
,
Charlie Cullen
,
Ming Yan
,
Sarah Jane Delany
.
cdmake 2020
:
365-384
[doi]
Function Space Pooling for Graph Convolutional Networks
Padraig Corcoran
.
cdmake 2020
:
473-483
[doi]
Explainable Deep Learning for Fault Prognostics in Complex Systems: A Particle Accelerator Use-Case
Lukas Felsberger
,
Andrea Apollonio
,
Thomas Cartier-Michaud
,
Andreas Müller
,
Benjamin Todd
,
Dieter Kranzlmüller
.
cdmake 2020
:
139-158
[doi]
Applying AI in Practice: Key Challenges and Lessons Learned
Lukas Fischer
,
Lisa Ehrlinger
,
Verena Geist
,
Rudolf Ramler
,
Florian Sobieczky
,
Werner Zellinger
,
Bernhard Moser
.
cdmake 2020
:
451-471
[doi]
Interpretable Topic Extraction and Word Embedding Learning Using Row-Stochastic DEDICOM
Lars Patrick Hillebrand
,
David Biesner
,
Christian Bauckhage
,
Rafet Sifa
.
cdmake 2020
:
401-422
[doi]
Machine Learning and Knowledge Extraction - 4th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2020, Dublin, Ireland, August 25-28, 2020, Proceedings
Andreas Holzinger
,
Peter Kieseberg
,
A Min Tjoa
,
Edgar R. Weippl
, editors,
Volume 12279 of
Lecture Notes in Computer Science
, Springer,
2020.
[doi]
An Ensemble Interpretable Machine Learning Scheme for Securing Data Quality at the Edge
Anna Karanika
,
Panagiotis Oikonomou
,
Kostas Kolomvatsos
,
Christos Anagnostopoulos
.
cdmake 2020
:
517-534
[doi]
Explain Graph Neural Networks to Understand Weighted Graph Features in Node Classification
Xiaoxiao Li
,
João Saúde
.
cdmake 2020
:
57-76
[doi]
Explainable Artificial Intelligence: Concepts, Applications, Research Challenges and Visions
Luca Longo
,
Randy Goebel
,
Freddy Lécué
,
Peter Kieseberg
,
Andreas Holzinger
.
cdmake 2020
:
1-16
[doi]
Non-local Second-Order Attention Network for Single Image Super Resolution
Jiawen Lyn
,
Sen Yan
.
cdmake 2020
:
267-279
[doi]
Improving Short Text Classification Through Global Augmentation Methods
Vukosi N. Marivate
,
Tshephisho Sefara
.
cdmake 2020
:
385-399
[doi]
On-the-fly Black-Box Probably Approximately Correct Checking of Recurrent Neural Networks
Franz Mayr
,
Ramiro Visca
,
Sergio Yovine
.
cdmake 2020
:
343-363
[doi]
eXDiL: A Tool for Classifying and eXplaining Hospital Discharge Letters
Fabio Mercorio
,
Mario Mezzanzanica
,
Andrea Seveso
.
cdmake 2020
:
159-172
[doi]
The Explanation Game: Explaining Machine Learning Models Using Shapley Values
Luke Merrick
,
Ankur Taly
.
cdmake 2020
:
17-38
[doi]
A Study on the Fusion of Pixels and Patient Metadata in CNN-Based Classification of Skin Lesion Images
Fabrizio Nunnari
,
Chirag Bhuvaneshwara
,
Abraham Obinwanne Ezema
,
Daniel Sonntag
.
cdmake 2020
:
191-208
[doi]
Analysis of Optical Brain Signals Using Connectivity Graph Networks
Marco Antonio Pinto-Orellana
,
Hugo Lewi Hammer
.
cdmake 2020
:
485-497
[doi]
Explainable Reinforcement Learning: A Survey
Erika Puiutta
,
Eric M. S. P. Veith
.
cdmake 2020
:
77-95
[doi]
Explaining Predictive Models with Mixed Features Using Shapley Values and Conditional Inference Trees
Annabelle Redelmeier
,
Martin Jullum
,
Kjersti Aas
.
cdmake 2020
:
117-137
[doi]
Cooperation Between Data Analysts and Medical Experts: A Case Study
Judita Rokosná
,
Frantisek Babic
,
Ljiljana Trtica-Majnaric
,
Ludmila Pusztová
.
cdmake 2020
:
173-190
[doi]
Interpretation of SVM Using Data Mining Technique to Extract Syllogistic Rules - Exploring the Notion of Explainable AI in Diagnosing CAD
Sanjay Sekar Samuel
,
Nik Nailah Binti Abdullah
,
Anil Raj
.
cdmake 2020
:
249-266
[doi]
Property-Based Testing for Parameter Learning of Probabilistic Graphical Models
Anna Saranti
,
Behnam Taraghi
,
Martin Ebner
,
Andreas Holzinger
.
cdmake 2020
:
499-515
[doi]
Calibrating Human-AI Collaboration: Impact of Risk, Ambiguity and Transparency on Algorithmic Bias
Philipp Schmidt
,
Felix Bießmann
.
cdmake 2020
:
431-449
[doi]
The European Legal Framework for Medical AI
David Schneeberger
,
Karl Stöger
,
Andreas Holzinger
.
cdmake 2020
:
209-226
[doi]
A Projected Stochastic Gradient Algorithm for Estimating Shapley Value Applied in Attribute Importance
Grah Simon
,
Thouvenot Vincent
.
cdmake 2020
:
97-115
[doi]
Subverting Network Intrusion Detection: Crafting Adversarial Examples Accounting for Domain-Specific Constraints
Martin Teuffenbach
,
Ewa Piatkowska
,
Paul Smith
.
cdmake 2020
:
301-320
[doi]
ML-ModelExplorer: An Explorative Model-Agnostic Approach to Evaluate and Compare Multi-class Classifiers
Andreas Theissler
,
Simon Vollert
,
Patrick Benz
,
Laurentius Antonius Meerhoff
,
Marc Fernandes
.
cdmake 2020
:
281-300
[doi]
2019
Temporal Diagnosis of Discrete-Event Systems with Dual Knowledge Compilation
Nicola Bertoglio
,
Gianfranco Lamperti
,
Marina Zanella
.
cdmake 2019
:
333-352
[doi]
Using Relational Concept Networks for Explainable Decision Support
Jeroen Voogd
,
Paolo de Heer
,
Kim Veltman
,
Patrick Hanckmann
,
Jeroen van Lith
.
cdmake 2019
:
78-93
[doi]
Semi-automated Quality Assurance for Domain-Expert-Driven Data Exploration - An Application to Principal Component Analysis
Sandra Wartner
,
Manuela Wiesinger-Widi
,
Dominic Girardi
,
Dieter Furthner
,
Klaus Schmitt
.
cdmake 2019
:
128-146
[doi]
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