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Mon 15 May
Displayed time zone:
Hobart
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17:00 - 17:15
Welcome - Online
CAIN Papers
at
Virtual - Zoom for CAIN
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17:15 - 18:45
Data & Model Optimization
CAIN Papers
/
CAIN Posters
/
CAIN Industrial Talks
at
Virtual - Zoom for CAIN
Chair(s):
Justus Bogner
University of Stuttgart
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17:15
15m
Short-paper
Automatically Resolving Data Source Dependency Hell in Large Scale Data Science Projects
CAIN Papers
Laurent Boué
Microsoft
,
Pratap Kunireddy
Microsoft
,
Pavle Subotic
Microsoft Azure
Pre-print
17:30
15m
Short-paper
Dataflow graphs as complete causal graphs
CAIN Papers
Andrei Paleyes
Department of Computer Science and Technology, Univesity of Cambridge
,
Siyuan Guo
Max Planck Institute for Intelligent Systems
,
Bernhard Schölkopf
MPI Tuebingen
,
Neil D. Lawrence
Department of Computer Science and Technology, Univesity of Cambridge
Pre-print
17:45
20m
Long-paper
Uncovering Energy-Efficient Practices in Deep Learning Training: Preliminary Steps Towards Green AI
Distinguished paper Award Candidate
CAIN Papers
Tim Yarally
Delft University of Technology
,
Luís Cruz
Delft University of Technology
,
Daniel Feitosa
University of Groningen
,
June Sallou
Delft University of Technology
,
Arie van Deursen
Delft University of Technology
Pre-print
18:05
15m
Short-paper
Prevalence of Code Smells in Reinforcement Learning Projects
CAIN Papers
Nicolás Cardozo
Universidad de los Andes
,
Ivana Dusparic
Trinity College Dublin, Ireland
,
Christian Cabrera
Department of Computer Science and Technology, Univesity of Cambridge
Pre-print
Media Attached
18:20
20m
Long-paper
Automotive Perception Software Development: An Empirical Investigation into Data, Annotation, and Ecosystem Challenges
CAIN Papers
Hans-Martin Heyn
University of Gothenburg & Chalmers University of Technology
,
Khan Mohammad Habibullah
University of Gothenburg
,
Eric Knauss
Chalmers | University of Gothenburg
,
Jennifer Horkoff
Chalmers and the University of Gothenburg
,
Markus Borg
CodeScene
,
Alessia Knauss
Zenseact AB
,
Polly Jing Li
Kognic AB
Pre-print
19:00 - 20:30
Training & Learning
CAIN Papers
at
Virtual - Zoom for CAIN
Chair(s):
Rrezarta Krasniqi
University of North Carolina at Charlotte
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19:00
20m
Long-paper
Replay-Driven Continual Learning for the Industrial Internet of Things
CAIN Papers
Sagar Sen
,
Simon Myklebust Nielsen
University of Oslo, Norway
,
Erik Johannes Husom
SINTEF Digital
,
Arda Goknil
SINTEF Digital
,
Simeon Tverdal
SINTEF Digital
,
Leonardo Sastoque Pinilla
Centro de Fabricación Avanzada Aeronáutica (CFAA)
19:20
20m
Long-paper
Towards Understanding Model Quantization for Reliable Deep Neural Network Deployment
CAIN Papers
Qiang Hu
University of Luxembourg
,
Yuejun GUo
University of Luxembourg
,
Maxime Cordy
University of Luxembourg, Luxembourg
,
Xiaofei Xie
Singapore Management University
,
Wei Ma
Nanyang Technological University, Singapore
,
Mike Papadakis
University of Luxembourg, Luxembourg
,
Yves Le Traon
University of Luxembourg, Luxembourg
19:40
20m
Long-paper
Exploring Hyperparameter Usage and Tuning in Machine Learning Research
Distinguished paper Award Candidate
CAIN Papers
Sebastian Simon
Leipzig University
,
Nikolay Kolyada
,
Christopher Akiki
Leipzig University
,
Martin Potthast
Leipzig University
,
Benno Stein
Bauhaus-University Weimar
,
Norbert Siegmund
Leipzig University
Pre-print
20:00
15m
Short-paper
An Initial Analysis of Repair and Side-effect Prediction for Neural Networks
CAIN Papers
Yuta Ishimoto
Kyushu University
,
Ken Matsui
Kyushu University
,
Masanari Kondo
Kyushu University
,
Naoyasu Ubayashi
Kyushu University
,
Yasutaka Kamei
Kyushu University
Pre-print
20:45 - 22:15
Poster - Online
CAIN Posters
/
CAIN Papers
at
Virtual - Zoom for CAIN
Chair(s):
Mona Rahimi
Northern Illinois University
,
Karthik Vaidhyanathan
IIIT Hyderabad
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20:45
6m
Poster
AI Living Lab: Quality Assurance for AI-based Health systems
CAIN Posters
Valentina Lenarduzzi
University of Oulu
,
Minna Isomursu
University of Oulu
20:51
6m
Poster
AI Planning Software Development Lifecycle
CAIN Posters
Ilche Georgievski
University of Stuttgart, Germany
File Attached
20:57
6m
Poster
Algorithm Debt: Challenges and Future Paths
CAIN Posters
Emmanuel Iko-Ojo Simon
Australian National University
,
Melina Vidoni
Australian National University
,
Fatemeh Hendijani Fard
University of British Columbia
21:03
6m
Poster
Enabling Machine Learning in Software Architecture Frameworks
CAIN Posters
Armin Moin
University of California, Santa Barbara
,
Atta Badii
University of Reading, United Kingdom
,
Stephan G¨unnemann
School of Computation, Information and Technology, Technical University of Munich, Munich, Germany
,
Moharram Challenger
University of Antwerp
DOI
Pre-print
21:09
6m
Poster
Extensible Modeling Framework for Reliable Machine Learning System Analysis
CAIN Posters
Jati Hiliamsyah Husen
Waseda University
,
Hironori Washizaki
Waseda University
,
Hnin Thandar Tun
Waseda University, Japan
,
Nobukazu Yoshioka
Waseda University, Japan
,
Yoshiaki Fukazawa
Waseda University
,
Hironori Takeuchi
Musashi University
,
Hiroshi Tanaka
Fujitsu Limited, Tokyo, Japan
,
Kazuki Munakata
Fujitsu Limited, Tokyo, Japan
21:15
6m
Poster
How Federated Machine Learning Helps Increase the Mutual Benefit of Data-Sharing Ecosystems
CAIN Posters
Iva Krasteva
Sofia University, GATE Institute
,
Boris Kraychev
GATE Institute
,
Ensiye Kiyamousavi
GATE Institute
21:21
6m
Poster
Maintaining and Monitoring AIOps Models Against Concept Drift
CAIN Posters
Lorena Poenaru-Olaru
TU Delft
,
Luís Cruz
Delft University of Technology
,
Jan S. Rellermeyer
Leibniz University Hannover
,
Arie van Deursen
Delft University of Technology
21:27
6m
Poster
Reproducibility Requires Consolidated Artifacts
CAIN Posters
Iordanis Fostiropoulos
University of Southern California, USA
,
Bowman Brown
University of Southern California, USA
,
Laurent Itti
University of Southern California, USA
21:33
6m
Poster
Tenet: A Flexible Framework for Machine Learning-based Vulnerability Detection
CAIN Posters
Eduard Costel Pinconschi
Instituto Superior Técnico, University of Lisboa & INESC-ID
,
Sofia Reis
Instituto Superior Técnico, U. Lisboa & INESC-ID
,
Chi Zhang
,
Rui Abreu
Faculty of Engineering, University of Porto
,
Hakan Erdogmus
Carnegie Mellon University
,
Limin Jia
Carnegie Mellon University
21:39
6m
Poster
Towards Understanding Machine Learning Testing in Practise
CAIN Posters
Arumoy Shome
Delft University of Technology
,
Luís Cruz
Delft University of Technology
,
Arie van Deursen
Delft University of Technology
Pre-print
21:45
30m
Break
Break Out Session - Online
CAIN Papers
22:30 - 23:30
Keynote - Dr. Ken Power
CAIN Papers
at
Virtual - Zoom for CAIN
Chair(s):
Helena Holmström Olsson
Malmö University
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22:30
60m
Keynote
AI Engineering in Autonomous Vehicle Development - Ken Power
CAIN Papers
Ken Power
Motional
Tue 16 May
Displayed time zone:
Hobart
change
17:00 - 18:15
Keynote - Dr. Foutse Khomh
CAIN Papers
at
Virtual - Zoom for CAIN
Chair(s):
Ipek Ozkaya
Carnegie Mellon University
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17:00
75m
Keynote
Engineering Trustworthy AI Systems - Foutse Khomh
CAIN Papers
Foutse Khomh
Polytechnique Montréal
18:30 - 20:00
Trust
CAIN Papers
at
Virtual - Zoom for CAIN
Chair(s):
Zhenchang Xing
CSIRO’s Data61; Australian National University
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18:30
20m
Long-paper
Towards Concrete and Connected AI Risk Assessment (C2AIRA): A Systematic Mapping Study
CAIN Papers
Boming Xia
CSIRO's Data61 & University of New South Wales
,
Qinghua Lu
CSIRO’s Data61
,
Harsha Perera
CSIRO's Data61 & University of New South Wales
,
Liming Zhu
The University of New South Wales
,
Zhenchang Xing
,
Yue Liu
CSIRO's Data61 & University of New South Wales
,
Jon Whittle
CSIRO's Data61 and Monash University
Pre-print
18:50
20m
Long-paper
Defining Quality Requirements for a Trustworthy AI Wildflower Monitoring Platform
CAIN Papers
Petra Heck
Fontys University of Applied Sciences
,
Gerard Schouten
Fontys University of Applied Sciences
Pre-print
19:10
20m
Long-paper
Trustworthy and Robust AI Deployment by Design: A framework to inject best practice support into AI deployment pipelines
Distinguished paper Award Candidate
CAIN Papers
Andras Schmelczer
Leiden University
,
Joost Visser
Leiden University
Pre-print
19:30
15m
Short-paper
Towards Code Generation from BDD Test Case Specifications: A vision
CAIN Papers
Leon Chemnitz
TU Darmstadt
,
David Reichenbach
TU Darmstadt, Germany
,
Hani Aldebes
TU Darmstadt
,
Mariam Naveed
TU Darmstadt
,
Krishna Narasimhan
TU Darmstadt
,
Mira Mezini
TU Darmstadt
Pre-print
20:15 - 21:45
AI System Design
CAIN Papers
at
Virtual - Zoom for CAIN
Chair(s):
Grace Lewis
Carnegie Mellon Software Engineering Institute
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to Join us over zoom
20:15
20m
Long-paper
A Case Study on AI Engineering Practices: Developing an Autonomous Stock Trading System
CAIN Papers
Marcel Grote
,
Justus Bogner
University of Stuttgart
Pre-print
20:35
20m
Long-paper
Engineering Challenges for AI-Supported Computer Vision in Small Uncrewed Aerial Systems
CAIN Papers
Muhammed Tawfiq Chowdhury
University of Notre Dame
,
Jane Cleland-Huang
University of Notre Dame
Pre-print
20:55
20m
Long-paper
A Meta-Summary of Challenges in Building Products with ML Components -- Collecting Experiences from 4758+ Practitioners
Distinguished paper Award Candidate
CAIN Papers
Nadia Nahar
Carnegie Mellon University
,
Haoran Zhang
Carnegie Mellon University, USA
,
Grace Lewis
Carnegie Mellon Software Engineering Institute
,
Shurui Zhou
University of Toronto, Canada
,
Christian Kästner
Carnegie Mellon University
Pre-print
File Attached
21:15
20m
Long-paper
Design Patterns for AI-based Systems: A Multivocal Literature Review and Pattern Repository
CAIN Papers
Lukas Heiland
University of Stuttgart, Germany
,
Marius Hauser
University of Stuttgart, Germany
,
Justus Bogner
University of Stuttgart
Pre-print
22:00 - 23:15
Panel - Online
CAIN Papers
at
Virtual - Zoom for CAIN
Chair(s):
Jan Bosch
Chalmers University of Technology
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23:15 - 23:30
Closing - Online
CAIN Papers
at
Virtual - Zoom for CAIN
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Mon 15 May
Displayed time zone:
Hobart
change
Room
17:00
30
18:00
30
19:00
30
20:00
30
21:00
30
22:00
30
23:00
30
Virtual - Zoom for CAIN
CAIN Papers
Welcome - Online
CAIN Papers + CAIN Posters + CAIN Industrial Talks
Data & Model Optimization
CAIN Papers
Training & Learning
CAIN Posters + CAIN Papers
Poster - Online
CAIN Papers
Keynote - Dr. Ken Power
Tue 16 May
Displayed time zone:
Hobart
change
Room
17:00
30
18:00
30
19:00
30
20:00
30
21:00
30
22:00
30
23:00
30
Virtual - Zoom for CAIN
CAIN Papers
Keynote - Dr. Foutse Khomh
CAIN Papers
Trust
CAIN Papers
AI System Design
CAIN Papers
Panel - Online
CAIN Papers
Closing - Online
Mon 15 May
Displayed time zone:
Hobart
change
Room
17:00
15
30
45
18:00
15
30
45
19:00
15
30
45
20:00
15
30
45
21:00
15
30
45
22:00
15
30
45
23:00
15
30
45
Virtual - Zoom for CAIN
CAIN Papers
Automatically Resolving Data Source Dependency Hell in Large Scale Data ...
17:15 - 17:30
CAIN Papers
Dataflow graphs as complete causal graphs
17:30 - 17:45
CAIN Papers
Distinguished paper Award Candidate
Uncovering Energy-Efficient Practices in Deep Learning Training: Prelim ...
17:45 - 18:05
CAIN Papers
Prevalence of Code Smells in Reinforcement Learning Projects
18:05 - 18:20
CAIN Papers
Automotive Perception Software Development: An Empirical Investigation ...
18:20 - 18:40
CAIN Papers
Replay-Driven Continual Learning for the Industrial Internet of Things
19:00 - 19:20
CAIN Papers
Towards Understanding Model Quantization for Reliable Deep Neural Netwo ...
19:20 - 19:40
CAIN Papers
Distinguished paper Award Candidate
Exploring Hyperparameter Usage and Tuning in Machine Learning Research
19:40 - 20:00
CAIN Papers
An Initial Analysis of Repair and Side-effect Prediction for Neural Net ...
20:00 - 20:15
CAIN Posters
AI Living Lab: Quality Assurance for AI-based Health systems
20:45 - 20:51
CAIN Posters
AI Planning Software Development Lifecycle
20:51 - 20:57
CAIN Posters
Algorithm Debt: Challenges and Future Paths
20:57 - 21:03
CAIN Posters
Enabling Machine Learning in Software Architecture Frameworks
21:03 - 21:09
CAIN Posters
Extensible Modeling Framework for Reliable Machine Learning System Analysis
21:09 - 21:15
CAIN Posters
How Federated Machine Learning Helps Increase the Mutual Benefit of Dat ...
21:15 - 21:21
CAIN Posters
Maintaining and Monitoring AIOps Models Against Concept Drift
21:21 - 21:27
CAIN Posters
Reproducibility Requires Consolidated Artifacts
21:27 - 21:33
CAIN Posters
Tenet: A Flexible Framework for Machine Learning-based Vulnerability De ...
21:33 - 21:39
CAIN Posters
Towards Understanding Machine Learning Testing in Practise
21:39 - 21:45
CAIN Papers
Break Out Session - Online
21:45 - 22:15
CAIN Papers
AI Engineering in Autonomous Vehicle Development - Ken Power
22:30 - 23:30
Tue 16 May
Displayed time zone:
Hobart
change
Room
17:00
15
30
45
18:00
15
30
45
19:00
15
30
45
20:00
15
30
45
21:00
15
30
45
Virtual - Zoom for CAIN
CAIN Papers
Engineering Trustworthy AI Systems - Foutse Khomh
17:00 - 18:15
CAIN Papers
Towards Concrete and Connected AI Risk Assessment (C2AIRA): A Systemati ...
18:30 - 18:50
CAIN Papers
Defining Quality Requirements for a Trustworthy AI Wildflower Monitorin ...
18:50 - 19:10
CAIN Papers
Distinguished paper Award Candidate
Trustworthy and Robust AI Deployment by Design: A framework to inject b ...
19:10 - 19:30
CAIN Papers
Towards Code Generation from BDD Test Case Specifications: A vision
19:30 - 19:45
CAIN Papers
A Case Study on AI Engineering Practices: Developing an Autonomous Stoc ...
20:15 - 20:35
CAIN Papers
Engineering Challenges for AI-Supported Computer Vision in Small Uncrew ...
20:35 - 20:55
CAIN Papers
Distinguished paper Award Candidate
A Meta-Summary of Challenges in Building Products with ML Components -- ...
20:55 - 21:15
CAIN Papers
Design Patterns for AI-based Systems: A Multivocal Literature Review an ...
21:15 - 21:35
x
Sun 22 Dec 05:59