{"id":1563,"date":"2021-01-24T19:31:30","date_gmt":"2021-01-24T19:31:30","guid":{"rendered":"https:\/\/www.coala-h2020.eu\/?page_id=1563"},"modified":"2022-09-06T09:15:54","modified_gmt":"2022-09-06T09:15:54","slug":"scientific-publication","status":"publish","type":"page","link":"https:\/\/www.coala-h2020.eu\/index.php\/scientific-publication\/","title":{"rendered":"Scientific Publications"},"content":{"rendered":"\n

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Scientific Publications<\/h1>\n\n\n

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Title<\/th>Authors<\/th>Journal\/Event<\/th>Year<\/th>Access to Publication<\/th>\n<\/tr>\n<\/thead>\n
Enhancing Pipeline-Based Conversational Agents with Large Language Models<\/td>M. Foosherian, H. Purwins, P. Rathnayake, T. Alam, R. Teimao, and K. D Thoben<\/td>24th Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL)<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
The Human Factors of AI-Empowered Knowledge Sharing <\/td>S. K. Freire.<\/td>CHI Conference on Human Factors in Computing Systems (CHI EA 2023) <\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Tacit Knowledge Elicitation for Shop-floor Workers with an Intelligent Assistant<\/td>S. K. Freire, C. Wang, S. Ruiz-Arenas, and E. Niforatos.<\/td>28th International Conference on Intelligent User Interfaces (IUI 2023)<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Lessons Learned from Designing and Evaluating CLAICA: A Continuously Learning AI Cognitive Assistant<\/td>S. K. Freire, E. Niforatos, C. Wang, S. Ruiz-Arenas, M. Foosherian, S. Wellsandt, and A. Bozzon.<\/td>CHI Conference on Human Factors in Computing Systems (CHI EA 2023) <\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Fostering Human-AI Collaboration with Digital Intelligent Assistance in Manufacturing SMEs<\/td>S. Wellsandt, M. Foosherian, A. Bousdekis, B. Lutzer, F. Paraskevopoulos, Y. Verginadis, G. Mentzas.<\/td>Advances in Production Management Systems (APMS) 2023<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Human-AI Decision Augmentation: Framework and Business Cases<\/td>G. Mentzas, K. Lepenioti, A. Bousdekis, M. Fikardos, D. Apostolou.<\/td>Leading and managing in the digital era (LMDE 2023)<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Harnessing Large Language Models for Cognitive Assistants in Factories<\/td>S. Kernan Freire, M. Foosherian, C. Wang, & E. Niforatos.<\/td>5th International Conference on Conversational User Interfaces (CUI) 2023<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Breaking Down Conversational Breakdowns: Exploring Repair Mechanisms and Dialogue Design Best Practices with the Aid of Large Language Models. <\/td>M. Foosherian, H. Purwins, P. Rathnayake and K. D Thoben<\/td>5th workshop on NLP for Conversational AI. Co-located with ACL 2023
\n<\/td>		2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Opportunities and Barriers in Implementing an LLM-empowered Cognitive Assistant for Knowledge Sharing in Manufacturing<\/td>S. Kernan Freire, M. Foosherian, C. Wang, E. Niforatos.<\/td>5th International Conference on Conversational User Interfaces (CUI) 2023<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Solving explainability queries with quantification: The case of feature relevancy<\/td>X. Huang, Y. Izza, & J.Marques-Silva.<\/td>37th AAAI Conference on Artificial Intelligence 2023
\n<\/td>		2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Eliminating the impossible, whatever remains must be true: on extracting and applying background knowledge in the context of formal explanations<\/td>J. Yu, A. Ignatiev, P. J. Stuckey, N. Narodytska, & J. Marques-Silva.<\/td>37th AAAI Conference on Artificial Intelligence 2023
\n<\/td>		2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Feature necessity & relevancy in ML classifier explanations<\/td> X. Huang, M. C. Cooper, A. Morgado, J. Planes & J. Marques-Silva.<\/td>International Conference on Tools and Algorithms for the Construction and Analysis of Systems 2023<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Disproving XAI Myths with Formal Methods--Initial Results<\/td> J. Marques-Silva.
\n<\/td>		27th International Conference on Engineering of Complex Computer Systems (ICECCS 2023)<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Efficient Reasoning about Infeasible One Machine Sequencing<\/td> A. Hurault & J. Marques-Silva.<\/td>33rd International Conference on Automated Planning and Scheduling 2023<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Certified Logic-Based Explainable AI\u2013The Case of Monotonic Classifiers<\/td>A. Hurault & J. Marques-Silva.<\/td>17th International Conference on Tests and Proofs (TAP 2023)<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
Tractable Explaining of Multivariate Decision Trees<\/td>C. Carbonnel, M. C. Cooper & J. Marques-Silva.<\/td>20th International Conference on Principles of Knowledge Representation and Reasoning (KR) 2023<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
From Decision Trees to Explained Decision Sets<\/td>X. Huang, J. Marques-Silva.
\n<\/td>		26th European Conference on Artificial Intelligence (ECAI 2023)<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
How Emoji and Explanations Influence Adherence to AI Recommendations<\/td>S. Kernan Freire, J.Y. Jung, C. Wang, E. Niforatos, and A. Bozzon.<\/td>ACM International Conference on Intelligent Virtual Agents (IVA \u201923)<\/td>2023<\/td> URL <\/a><\/td>\n<\/tr>\n
A Cognitive Assistant for Operators: AI-Powered Knowledge Sharing on Complex Systems<\/td>S. K. Freire, S. S. Panicker, S. Ruiz-Arenas, Z. Rus\u00e1k and E. Niforatos.<\/td>IEEE Pervasive Computing<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
Break, Repair, Learn, Break Less: Investigating User Preferences for Assignment of Divergent Phrasing Learning Burden in Human-Agent Interaction to Minimize Conversational Breakdowns<\/td>M. Foosherian, S. K. Freire, E. Niforatos, K. A. Hribernik, K. D. Thoben. <\/td>21st International Conference on Mobile and Ubiquitous Multimedia (MUM 2022)<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
Supporting Data Analytics in Manufacturing with a Digital Assistant<\/td>S. Wellsandt, M. Foosherian, K. Lepenioti, M. Fikardos, G. Mentzas & K. D Thoben.<\/td>International Conference Advances in Production Management Systems (APMS 2022)<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
When Learning Becomes Impossible<\/td>N. Asher, J. Hunter.<\/td>ACM Conference on Fairness, Accountability & Transparency (FACCT 2022)<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
Evaluation of AI-based Digital Assistants in Smart Manufacturing<\/td>A. Bousdekis, G. Mentzas, D. Apostolou & S. Wellsandt.<\/td>International Conference Advances in Production Management Systems (APMS 2022)<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
Towards Robustifying Image Classifiers against the Perils of Adversarial Attacks on Artificial Intelligence Systems<\/td>T. Anastasiou, S. Karagiorgou, P. Petrou, D. Papamartzivanos, T. Giannetsos, G. Tsirigotaki and J. Keizer.<\/td>MDPI Sensors<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
A Conversational User Interface for Instructional Maintenance Reports<\/td>S.K. Freire, E. Niforatos, Z. Rusak, D. Aschenbrenner, and A. Bozzon.<\/td>4th Conference on Conversational User Interfaces (CUI 2022)<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
Data Analytics in Quality 4.0: Literature Review and Future Research Directions<\/td>A. Bousdekis, K. Lepenioti, D. Apostolou & G. Mentzas.<\/td>International Journal of Computer Integrated Manufacturing<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
An Automated Machine Learning Framework for Predictive Analytics in Quality Control<\/td>M. Fikardos, K.Lepenioti, A. Bousdekis, D. Apostolou, G. Mentzas & E. Bosani.<\/td>International Conference Advances in Production Management Systems (APMS 2022)<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
Hybrid-augmented Intelligence in Predictive Maintenance with Digital Intelligent Assistants<\/td>S. Wellsandt, K. Klein, K. Hribernik, M. Lewandowski, A. Bousdekis, G. Mentzas, K-D. Thoben.<\/td>Annual Reviews in Control<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
Using MaxSAT for Efficient Explanations of Tree Ensembles<\/td>A. Ignatiev, Y. Izza, P-J . Stuckey, J. Marques-Silva.<\/td>Association for the Advancement of Artificial Intelligence (AAAI 2022)<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
Delivering Trustworthy AI through formal XAI<\/td>J. Marques-Silva, A. Ignatiev.<\/td>Association for the Advancement of Artificial Intelligence (AAAI 2022)<\/td>2022<\/td>URL <\/a><\/td>\n<\/tr>\n
Counterfactual Models for Fair and Adequate Explanations<\/td>N. Asher, L. De Lara, S. Paul, C. Russell.<\/td>Machine Learning and Knowledge Extraction<\/td>2022<\/td> URL <\/a><\/td>\n<\/tr>\n
Anatomy of a Digital Assistant<\/td>S. Wellsandt, K. Hribernik, K-D. Thoben.<\/td>IFIP Advances in Information and Communication Technology (APMS 2021)<\/td>2021<\/td> URL <\/a><\/td>\n<\/tr>\n
Human-AI Collaboration in Quality Control with Augmented Manufacturing Analytics<\/td>A. Bousdekis, S. Wellsandt, E. Bosani, K. Lepenioti, D. Apostolou, K. Hribernik, G. Mentzas.<\/td>IFIP Advances in Information and Communication Technology (APMS 2021)<\/td>2021<\/td> URL <\/a><\/td>\n<\/tr>\n
Data-driven Collaborative Human-AI Decision Making<\/td>G. Mentzas, K. Lepenioti, A. Bousdekis and D. Apostolou.<\/td>20th IFIP Conference e-Business, e-Services, and e-Society I3E2021<\/td>2021<\/td>URL <\/a><\/td>\n<\/tr>\n
Human-augmented Prescriptive Analytics with Interactive Multi-Objective Reinforcement Learning<\/td>K. Lepenioti, A. Bousdekis, D. Apostolou, & G. Mentzas.<\/td>IEEE Access<\/td>2021<\/td> URL <\/a><\/td>\n<\/tr>\n
Real-Time Equipment Health State Prediction with LSTM Networks and Bayesian Inference<\/td>A. Fouka, A. Bousdekis, K. Lepenioti, G. Mentzas.<\/td>International Conference on Advanced Information Systems Engineering <\/td>2021<\/td> URL <\/a><\/td>\n<\/tr>\n
Towards Using Digital Intelligent Assistants to Put Humans in the Loop of Predictive Maintenance Systems<\/td>S. Wellsandt, K. Klein, K. Hribernik. M. Lewandowski, A. Bousdekis, G. Mentzas, K-D. Thoben.<\/td> Information Control Problems in Manufacturing (INCOM 2021)<\/td>2021<\/td>URL <\/a><\/td>\n<\/tr>\n
Explanations for Monotonic Classifiers<\/td>J. Marques-Silva, T. Gerspacher, M. Cooper, A. Ignatiev, N. Narodytska.<\/td>International Conference on Machine Learning (ICML)<\/td>2021<\/td> URL <\/a><\/td>\n<\/tr>\n
On Explaining Random Forests with SAT<\/td>Y. Izza, J. Marques-Silva.<\/td> International Joint Conference on Artificial Intelligence (IJCAI)<\/td>2021<\/td> URL <\/a><\/td>\n<\/tr>\n
SAT-Based Rigorous Explanations for Decision Lists<\/td>A. Ignatiev, J. Marques-Silva.<\/td>International Conference on Theory and Applications of Satisfiability Testing<\/td>2021<\/td> URL <\/a><\/td>\n<\/tr>\n
A survey of Bias in Machine Learning through Theorism of Statistical Parity<\/td>P. Besse, E. del Barrio, P. Gordaliza, J.M. Loubes, L.Risser.<\/td>The American Statistician<\/td>2021<\/td> URL <\/a><\/td>\n<\/tr>\n
Bias in Semantic and Discourse Interpretation<\/td>N. Asher, J. Hunter, S. Paul.<\/td>Linguistics and Philosophy<\/td>2021<\/td> URL <\/a><\/td>\n<\/tr>\n
Fair and adequate explanations<\/td>N. Asher, S. Paul, C. Russell. <\/td>International Cross-Domain Conference for Machine Learning and Knowledge Extraction<\/td>2021<\/td>URL <\/a><\/td>\n<\/tr>\n
On Efficiently Explaining Graph-Based Classifiers<\/td>X. Huang, Y. Izza, A. Ignatiev, J. Marques-Silva.<\/td>18th International Conference on Principles of Knowledge Representation and Reasoning (KR 2021)<\/td>2021<\/td>URL <\/a><\/td>\n<\/tr>\n
A Scalable Two Stage Approach to Computing Optimal Decision Sets<\/td>J. Marques-Silva, A. Ignatiev, E. Lam, P.J. Stuckey.<\/td>Association for the Advancement of Artificial Intelligence (AAAI 2021)<\/td>2021<\/td>URL <\/a><\/td>\n<\/tr>\n
Optimizing binary decision diagrams for interpretable machine learning classification<\/td>G. Cabodi, P. Camurati, A. Ignatiev, J. Marques-Silva, M. Palena, P. Pasini.<\/td>Design, Automation & Test in Europe Conference & Exhibition<\/td>2021<\/td>URL <\/a><\/td>\n<\/tr>\n
Reasoning-Based Learning of Interpretable ML Models<\/td>A. Ignatiev, J. Marques-Silva, N. Narodytska, P.J. Stuckey.<\/td>International Joint Conference on Artificial Intelligence (IJCAI)<\/td>2021<\/td>URL <\/a><\/td>\n<\/tr>\n
On the tractability of explaining decisions of classifiers<\/td>M.C. Cooper, J. Marques-Silva.<\/td>27th International Conference on Principles and Practice of Constraint Programming (CP 2021)<\/td>2021<\/td>URL <\/a><\/td>\n<\/tr>\n
Projection to fairness in statistical learning<\/td>T.L. Gouic, J.M. Loubes, and P. Rigollet.<\/td>27th International Conference on Principles and Practice of Constraint Programming (CP 2021)<\/td>2021<\/td> URL <\/a><\/td>\n<\/tr>\n
Concept of a Voice-Enabled Digital Assistant for Predictive Maintenance in Manufacturing<\/td>S. Wellsandt, Z. Rusak, S.R. Arenas, D. Aschenbrenner, K.A. Hribernik, K.D. Thoben.<\/td>9th International Conference on Through-life Engineering Services (TESConf 2020)<\/td>2020<\/td> URL <\/a><\/td>\n<\/tr>\n
Constraint-Driven Explanations for Black-Box ML Models<\/td>Shrotri, A. A., Narodytska, N., Ignatiev, A., Meel, K. S., Marques-Silva, J., & Vardi, M. Y<\/td>36th AAAI Conference on Artificial Intelligence 2022
\n<\/td>		2022<\/td> URL <\/a><\/td>\n<\/tr>\n
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\nLast modified: November 27, 2023 7:01 pm<\/p>\n\n\n\n

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