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IEEE AITEST 2022 : THE 4TH IEEE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE TESTING
IEEE AITEST 2022 : THE 4TH IEEE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE TESTING

IEEE AITEST 2022 : THE 4TH IEEE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE TESTING

San Francisco Bay Area
Event Date: August 15, 2022 - August 18, 2022
Submission Deadline: May 08, 2022
Notification of Acceptance: June 08, 2022
Camera Ready Version Due: July 01, 2022




Call for Papers

Artificial Intelligence (AI) technologies are widely used in computer applications to perform tasks such as monitoring, forecasting, recommending, prediction, and statistical reporting. They are deployed in a variety of systems including driverless vehicles, robot-controlled warehouses, financial forecasting applications, and security enforcement and are increasingly integrated with cloud/fog/edge computing, big data analytics, robotics, Internet-of-Things, mobile computing, smart cities, smart homes, intelligent healthcare, etc. In spite of this dramatic progress, the quality assurance of existing AI application development processes is still far from satisfactory and the demand for being able to show demonstrable levels of confidence in such systems is growing. Software testing is a fundamental, effective and recognized quality assurance method which has shown its cost-effectiveness to ensure the reliability of many complex software systems. However, the adaptation of software testing to the peculiarities of AI applications remains largely unexplored and needs extensive research to be performed. On the other hand, the availability of AI technologies provides an exciting opportunity to improve existing software testing processes, and recent years have shown that machine learning, data mining, knowledge representation, constraint optimization, planning, scheduling, multi-agent systems, etc. have real potential to positively impact on software testing. Recent years have seen a rapid growth of interests in testing AI applications as well as application of AI techniques to software testing. This conference provides an international forum for researchers and practitioners to exchange novel research results, to articulate the problems and challenges from practices, to deepen our understanding of the subject area with new theories, methodologies, techniques, processes models, etc., and to improve the practices with new tools and resources.

Topics Of Interest

The conference invites papers of original research on AI testing and reports of the best practices in the industry as well as the challenges in practice and research. Topics of interest include (but are not limited to) the following:

Testing AI applications
Methodologies for testing, verification and validation of AI applications
Process models for testing AI applications and quality assurance activities and procedures
Quality models of AI applications and quality attributes of AI applications, such as correctness, reliability, safety, security, accuracy, precision, comprehensibility, explainability, etc.
Whole lifecycle of AI applications, including analysis, design, development, deployment, operation and evolution
Quality evaluation and validation of the datasets that are used for building the AI applications
Techniques for testing AI applications
Test case design, test data generation, test prioritization, test reduction, etc.
Metrics and measurements of the adequacy of testing AI applications
Test oracle for checking the correctness of AI application on test cases
Tools and environment for automated and semi-automated software testing AI applications for various testing activities and management of testing resources
Specific concerns of software testing with various specific types of AI technologies and AI applications
Applications of AI techniques to software testing
Machine learning applications to software testing, such as test case generation, test effectiveness prediction and optimization, test adequacy improvement, test cost reduction, etc.
Constraint Programming for test case generation and test suite reduction
Constraint Scheduling and Optimization for test case prioritization and test execution scheduling
Crowdsourcing and swarm intelligence in software testing
Genetic algorithms, search-based techniques and heuristics to optimization of testing
Data quality evaluation for AI applications
Automatic data validation tools
Quality assurance for unstructured training data
Large-scale unstructured data quality certification
Techniques for testing deep neural network learning, reinforcement learning and graph learning


Summary

IEEE AITEST 2022 : THE 4TH IEEE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE TESTING will take place in San Francisco Bay Area. It’s a 4 days event starting on Aug 15, 2022 (Monday) and will be winded up on Aug 18, 2022 (Thursday).

IEEE AITEST 2022 falls under the following areas: SOFTWARE ENGINEERING, SOFTWARE TESTING, ARTIFICIAL INTELLIGENCE, DEEP LEARNING, etc. Submissions for this Conference can be made by May 8, 2022. Authors can expect the result of submission by Jun 8, 2022. Upon acceptance, authors should submit the final version of the manuscript on or before Jul 1, 2022 to the official website of the Conference.

Please check the official event website for possible changes before you make any travelling arrangements. Generally, events are strict with their deadlines. It is advisable to check the official website for all the deadlines.

Other Details of the IEEE AITEST 2022

  • Short Name: IEEE AITEST 2022
  • Full Name: THE 4TH IEEE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE TESTING
  • Timing: 09:00 AM-06:00 PM (expected)
  • Fees: Check the official website of IEEE AITEST 2022
  • Event Type: Conference
  • Website Link:
  • Location/Address: San Francisco Bay Area


Credits and Sources

[1] IEEE AITEST 2022 : THE 4TH IEEE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE TESTING


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