会議情報
EXPLAINS 2024: International Conference on Explainable AI for Neural and Symbolic Methods
https://explains.scitevents.org/提出日: |
2024-06-03 |
通知日: |
2024-07-31 |
会議日: |
2024-11-20 |
場所: |
Porto, Portugal |
年: |
1 |
閲覧: 1604 追跡: 0 出席: 0
論文募集
SCOPE In the future people will collaborate more and more with machines to solve complex problems using AI techniques. Such a collaboration requires adequate communication, trust, clarity and understanding. eXplainalbe AI (XAI) aims at addressing such challenges by combining the best of symbolic AI and Machine Learning including neural models, evolutionary computing and fuzzy systems. Such topic has been studied for years by all different communities of AI, with different definitions, evaluation metrics, motivations and results. In addition to technology, this involves social and legal issues as well as a wide range of real-world applications and domains. Both interpretability by design methods and post-hoc methods for explaining complex models have been proposed and investigated. Research has also redirected its emphasis on the structure of explanations and human-centered Artificial Intelligence, recognizing that the ultimate users of interactive technologies are humans. This conference aims at attracting different research perspectives to promote debate. It intends to be a major multidisciplinary and interdisciplinary forum, bringing together academics and scholars of different disciplines, interested in the study, analysis, design, modelling and implementation of interpretable and explainable AI systems. Contributions are welcome both in addressing theoretical issues and in a broad range of application fields. CONFERENCE AREAS Each of these topic areas is expanded below but the sub-topics list is not exhaustive. Papers may address one or more of the listed sub-topics, although authors should not feel limited by them. Unlisted but related sub-topics are also acceptable, provided they fit in one of the following main topic areas: 1. TECHNOLOGY 2. SOCIAL AND LEGAL ISSUES 3. APPLICATIONS AREA 1: TECHNOLOGY Generative AI vs Interpretability Explainable Generative AI XAI using Machine Learning Deep Learning and XAI Fuzzy Systems and Logic for XAI Knowledge Graphs in XAI Explainable Graph Neural Networks Explainable Neuro-Symbolic Reasoning Evaluation of Explainability Argumentative-Based Approaches for XAI Bayesian Modelling for Interpretability Explainable Edge Computing Human-Computer Interfaces Supporting XAI Natural Language Processing and XAI XAI for the Semantic Web Ontologies Supporting XAI Metrics for Explanations XAI Benchmarking Evolutionary XAI Approaches XAI for Evolutionary Computing Post-Hoc Methods for Explainability Model-Specific vs Model-Agnostic Methods for Explainability AREA 2: SOCIAL AND LEGAL ISSUES Ethical Concerns of XAI Accountability and Responsibility Explainable Bias and Fairness of XAI Systems Model Accuracy and Interpretability Explainability Pitfalls and Problems in XAI Prevention/Detection of Deceptive AI Explanations Social Implications of Synthetic Explanations Trust Management and Reputation Regulatory Compliance Adversarial Attacks Explanations AREA 3: APPLICATIONS Healthcare and Biomedical Sciences Human/AI Cooperation Decision-Support Systems Recommender Systems Computer Vision Applications Robotics and Control Systems Explaining Object and Obstacle Detection Explainable Methods for Finance Explaining Project Risk Explainability in Transportation Systems Supply Chains and Industry 4.0 Internet of Things Security and Privacy Privacy-Preserving Systems
最終更新 Dou Sun 2024-04-06
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省略名 | 完全な名前 | 提出日 | 会議日 |
---|---|---|---|
IJCAR | International Joint Conference on Automated Reasoning | 2024-01-29 | 2024-07-01 |
WOOT | USENIX Workshop on Offensive Technologies | 2020-05-27 | 2020-08-10 |
MOBILESoft | International Conference on Mobile Software Engineering and Systems | 2019-02-04 | 2019-05-25 |
WPC | Wireless Power Congress | 2017-11-09 | 2018-03-21 |
CogSIMA | IEEE Conference on Cognitive and Computational Aspects of Situation Management | 2024-11-29 | 2025-06-02 |
CSMA | International Conference on Computer Science and Mechanical Automation | 2017-11-01 | 2017-11-10 |
LARS | Latin American Robotics Symposium | 2019-07-21 | 2019-10-22 |
CSR' | IEEE International Conference on Cyber Security and Resilience | 2024-05-03 | 2024-09-02 |
SSV | International Workshop on Systems Software Verification | 2012-11-28 | |
MIND | International Conference on Machine Learning, Image Processing, Networks and Data Sciences | 2018-12-15 | 2019-03-03 |
関連仕訳帳
CCF | 完全な名前 | インパクト ・ ファクター | 出版社 | ISSN |
---|---|---|---|---|
IEEE Transactions on Energy Markets, Policy and Regulation | IEEE | 2771-9626 | ||
Journal of Intelligent Transportation Systems | 2.800 | Taylor & Francis | 1547-2450 | |
IEEE Wireless Communications | 10.90 | IEEE | 1536-1284 | |
International Journal of Data Mining, Modelling and Management | Inderscience | 1759-1163 | ||
Biometric Technology Today | Elsevier | 0969-4765 | ||
b | Journal of Artificial Intelligence Research | AI Access Foundation, Inc. | 1076-9757 | |
b | European Journal of Information Systems | 7.300 | Taylor & Francis | 0960-085X |
International Journal of Fuzzy System Applications | IGI Global Publishing | 2156-177X | ||
a | IEEE Transactions on Mobile Computing | 7.700 | IEEE | 1536-1233 |
International Journal of Chaos, Control, Modelling and Simulation | AIRCC | 2319-8990 |
完全な名前 | インパクト ・ ファクター | 出版社 |
---|---|---|
IEEE Transactions on Energy Markets, Policy and Regulation | IEEE | |
Journal of Intelligent Transportation Systems | 2.800 | Taylor & Francis |
IEEE Wireless Communications | 10.90 | IEEE |
International Journal of Data Mining, Modelling and Management | Inderscience | |
Biometric Technology Today | Elsevier | |
Journal of Artificial Intelligence Research | AI Access Foundation, Inc. | |
European Journal of Information Systems | 7.300 | Taylor & Francis |
International Journal of Fuzzy System Applications | IGI Global Publishing | |
IEEE Transactions on Mobile Computing | 7.700 | IEEE |
International Journal of Chaos, Control, Modelling and Simulation | AIRCC |
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