Scientific Publications
| Title | Authors | Journal/Event | Year | Access to Publication |
|---|---|---|---|---|
| Enhancing Pipeline-Based Conversational Agents with Large Language Models | M. Foosherian, H. Purwins, P. Rathnayake, T. Alam, R. Teimao, and K. D Thoben | 24th Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL) | 2023 | URL |
| The Human Factors of AI-Empowered Knowledge Sharing | S. K. Freire. | CHI Conference on Human Factors in Computing Systems (CHI EA 2023) | 2023 | URL |
| Tacit Knowledge Elicitation for Shop-floor Workers with an Intelligent Assistant | S. K. Freire, C. Wang, S. Ruiz-Arenas, and E. Niforatos. | 28th International Conference on Intelligent User Interfaces (IUI 2023) | 2023 | URL |
| Lessons Learned from Designing and Evaluating CLAICA: A Continuously Learning AI Cognitive Assistant | S. K. Freire, E. Niforatos, C. Wang, S. Ruiz-Arenas, M. Foosherian, S. Wellsandt, and A. Bozzon. | CHI Conference on Human Factors in Computing Systems (CHI EA 2023) | 2023 | URL |
| Fostering Human-AI Collaboration with Digital Intelligent Assistance in Manufacturing SMEs | S. Wellsandt, M. Foosherian, A. Bousdekis, B. Lutzer, F. Paraskevopoulos, Y. Verginadis, G. Mentzas. | Advances in Production Management Systems (APMS) 2023 | 2023 | URL |
| Human-AI Decision Augmentation: Framework and Business Cases | G. Mentzas, K. Lepenioti, A. Bousdekis, M. Fikardos, D. Apostolou. | Leading and managing in the digital era (LMDE 2023) | 2023 | URL |
| Harnessing Large Language Models for Cognitive Assistants in Factories | S. Kernan Freire, M. Foosherian, C. Wang, & E. Niforatos. | 5th International Conference on Conversational User Interfaces (CUI) 2023 | 2023 | URL |
| Breaking Down Conversational Breakdowns: Exploring Repair Mechanisms and Dialogue Design Best Practices with the Aid of Large Language Models. | M. Foosherian, H. Purwins, P. Rathnayake and K. D Thoben | 5th workshop on NLP for Conversational AI. Co-located with ACL 2023 | 2023 | URL |
| Opportunities and Barriers in Implementing an LLM-empowered Cognitive Assistant for Knowledge Sharing in Manufacturing | S. Kernan Freire, M. Foosherian, C. Wang, E. Niforatos. | 5th International Conference on Conversational User Interfaces (CUI) 2023 | 2023 | URL |
| Solving explainability queries with quantification: The case of feature relevancy | X. Huang, Y. Izza, & J.Marques-Silva. | 37th AAAI Conference on Artificial Intelligence 2023 | 2023 | URL |
| Eliminating the impossible, whatever remains must be true: on extracting and applying background knowledge in the context of formal explanations | J. Yu, A. Ignatiev, P. J. Stuckey, N. Narodytska, & J. Marques-Silva. | 37th AAAI Conference on Artificial Intelligence 2023 | 2023 | URL |
| Feature necessity & relevancy in ML classifier explanations | X. Huang, M. C. Cooper, A. Morgado, J. Planes & J. Marques-Silva. | International Conference on Tools and Algorithms for the Construction and Analysis of Systems 2023 | 2023 | URL |
| Disproving XAI Myths with Formal Methods--Initial Results | J. Marques-Silva. | 27th International Conference on Engineering of Complex Computer Systems (ICECCS 2023) | 2023 | URL |
| Efficient Reasoning about Infeasible One Machine Sequencing | A. Hurault & J. Marques-Silva. | 33rd International Conference on Automated Planning and Scheduling 2023 | 2023 | URL |
| Certified Logic-Based Explainable AI–The Case of Monotonic Classifiers | A. Hurault & J. Marques-Silva. | 17th International Conference on Tests and Proofs (TAP 2023) | 2023 | URL |
| Tractable Explaining of Multivariate Decision Trees | C. Carbonnel, M. C. Cooper & J. Marques-Silva. | 20th International Conference on Principles of Knowledge Representation and Reasoning (KR) 2023 | 2023 | URL |
| From Decision Trees to Explained Decision Sets | X. Huang, J. Marques-Silva. | 26th European Conference on Artificial Intelligence (ECAI 2023) | 2023 | URL |
| How Emoji and Explanations Influence Adherence to AI Recommendations | S. Kernan Freire, J.Y. Jung, C. Wang, E. Niforatos, and A. Bozzon. | ACM International Conference on Intelligent Virtual Agents (IVA ’23) | 2023 | URL |
| A Cognitive Assistant for Operators: AI-Powered Knowledge Sharing on Complex Systems | S. K. Freire, S. S. Panicker, S. Ruiz-Arenas, Z. Rusák and E. Niforatos. | IEEE Pervasive Computing | 2022 | URL |
| Break, Repair, Learn, Break Less: Investigating User Preferences for Assignment of Divergent Phrasing Learning Burden in Human-Agent Interaction to Minimize Conversational Breakdowns | M. Foosherian, S. K. Freire, E. Niforatos, K. A. Hribernik, K. D. Thoben. | 21st International Conference on Mobile and Ubiquitous Multimedia (MUM 2022) | 2022 | URL |
| Supporting Data Analytics in Manufacturing with a Digital Assistant | S. Wellsandt, M. Foosherian, K. Lepenioti, M. Fikardos, G. Mentzas & K. D Thoben. | International Conference Advances in Production Management Systems (APMS 2022) | 2022 | URL |
| When Learning Becomes Impossible | N. Asher, J. Hunter. | ACM Conference on Fairness, Accountability & Transparency (FACCT 2022) | 2022 | URL |
| Evaluation of AI-based Digital Assistants in Smart Manufacturing | A. Bousdekis, G. Mentzas, D. Apostolou & S. Wellsandt. | International Conference Advances in Production Management Systems (APMS 2022) | 2022 | URL |
| Towards Robustifying Image Classifiers against the Perils of Adversarial Attacks on Artificial Intelligence Systems | T. Anastasiou, S. Karagiorgou, P. Petrou, D. Papamartzivanos, T. Giannetsos, G. Tsirigotaki and J. Keizer. | MDPI Sensors | 2022 | URL |
| A Conversational User Interface for Instructional Maintenance Reports | S.K. Freire, E. Niforatos, Z. Rusak, D. Aschenbrenner, and A. Bozzon. | 4th Conference on Conversational User Interfaces (CUI 2022) | 2022 | URL |
| Data Analytics in Quality 4.0: Literature Review and Future Research Directions | A. Bousdekis, K. Lepenioti, D. Apostolou & G. Mentzas. | International Journal of Computer Integrated Manufacturing | 2022 | URL |
| An Automated Machine Learning Framework for Predictive Analytics in Quality Control | M. Fikardos, K.Lepenioti, A. Bousdekis, D. Apostolou, G. Mentzas & E. Bosani. | International Conference Advances in Production Management Systems (APMS 2022) | 2022 | URL |
| Hybrid-augmented Intelligence in Predictive Maintenance with Digital Intelligent Assistants | S. Wellsandt, K. Klein, K. Hribernik, M. Lewandowski, A. Bousdekis, G. Mentzas, K-D. Thoben. | Annual Reviews in Control | 2022 | URL |
| Using MaxSAT for Efficient Explanations of Tree Ensembles | A. Ignatiev, Y. Izza, P-J . Stuckey, J. Marques-Silva. | Association for the Advancement of Artificial Intelligence (AAAI 2022) | 2022 | URL |
| Delivering Trustworthy AI through formal XAI | J. Marques-Silva, A. Ignatiev. | Association for the Advancement of Artificial Intelligence (AAAI 2022) | 2022 | URL |
| Counterfactual Models for Fair and Adequate Explanations | N. Asher, L. De Lara, S. Paul, C. Russell. | Machine Learning and Knowledge Extraction | 2022 | URL |
| Anatomy of a Digital Assistant | S. Wellsandt, K. Hribernik, K-D. Thoben. | IFIP Advances in Information and Communication Technology (APMS 2021) | 2021 | URL |
| Human-AI Collaboration in Quality Control with Augmented Manufacturing Analytics | A. Bousdekis, S. Wellsandt, E. Bosani, K. Lepenioti, D. Apostolou, K. Hribernik, G. Mentzas. | IFIP Advances in Information and Communication Technology (APMS 2021) | 2021 | URL |
| Data-driven Collaborative Human-AI Decision Making | G. Mentzas, K. Lepenioti, A. Bousdekis and D. Apostolou. | 20th IFIP Conference e-Business, e-Services, and e-Society I3E2021 | 2021 | URL |
| Human-augmented Prescriptive Analytics with Interactive Multi-Objective Reinforcement Learning | K. Lepenioti, A. Bousdekis, D. Apostolou, & G. Mentzas. | IEEE Access | 2021 | URL |
| Real-Time Equipment Health State Prediction with LSTM Networks and Bayesian Inference | A. Fouka, A. Bousdekis, K. Lepenioti, G. Mentzas. | International Conference on Advanced Information Systems Engineering | 2021 | URL |
| Towards Using Digital Intelligent Assistants to Put Humans in the Loop of Predictive Maintenance Systems | S. Wellsandt, K. Klein, K. Hribernik. M. Lewandowski, A. Bousdekis, G. Mentzas, K-D. Thoben. | Information Control Problems in Manufacturing (INCOM 2021) | 2021 | URL |
| Explanations for Monotonic Classifiers | J. Marques-Silva, T. Gerspacher, M. Cooper, A. Ignatiev, N. Narodytska. | International Conference on Machine Learning (ICML) | 2021 | URL |
| On Explaining Random Forests with SAT | Y. Izza, J. Marques-Silva. | International Joint Conference on Artificial Intelligence (IJCAI) | 2021 | URL |
| SAT-Based Rigorous Explanations for Decision Lists | A. Ignatiev, J. Marques-Silva. | International Conference on Theory and Applications of Satisfiability Testing | 2021 | URL |
| A survey of Bias in Machine Learning through Theorism of Statistical Parity | P. Besse, E. del Barrio, P. Gordaliza, J.M. Loubes, L.Risser. | The American Statistician | 2021 | URL |
| Bias in Semantic and Discourse Interpretation | N. Asher, J. Hunter, S. Paul. | Linguistics and Philosophy | 2021 | URL |
| Fair and adequate explanations | N. Asher, S. Paul, C. Russell. | International Cross-Domain Conference for Machine Learning and Knowledge Extraction | 2021 | URL |
| On Efficiently Explaining Graph-Based Classifiers | X. Huang, Y. Izza, A. Ignatiev, J. Marques-Silva. | 18th International Conference on Principles of Knowledge Representation and Reasoning (KR 2021) | 2021 | URL |
| A Scalable Two Stage Approach to Computing Optimal Decision Sets | J. Marques-Silva, A. Ignatiev, E. Lam, P.J. Stuckey. | Association for the Advancement of Artificial Intelligence (AAAI 2021) | 2021 | URL |
| Optimizing binary decision diagrams for interpretable machine learning classification | G. Cabodi, P. Camurati, A. Ignatiev, J. Marques-Silva, M. Palena, P. Pasini. | Design, Automation & Test in Europe Conference & Exhibition | 2021 | URL |
| Reasoning-Based Learning of Interpretable ML Models | A. Ignatiev, J. Marques-Silva, N. Narodytska, P.J. Stuckey. | International Joint Conference on Artificial Intelligence (IJCAI) | 2021 | URL |
| On the tractability of explaining decisions of classifiers | M.C. Cooper, J. Marques-Silva. | 27th International Conference on Principles and Practice of Constraint Programming (CP 2021) | 2021 | URL |
| Projection to fairness in statistical learning | T.L. Gouic, J.M. Loubes, and P. Rigollet. | 27th International Conference on Principles and Practice of Constraint Programming (CP 2021) | 2021 | URL |
| Concept of a Voice-Enabled Digital Assistant for Predictive Maintenance in Manufacturing | S. Wellsandt, Z. Rusak, S.R. Arenas, D. Aschenbrenner, K.A. Hribernik, K.D. Thoben. | 9th International Conference on Through-life Engineering Services (TESConf 2020) | 2020 | URL |
| Constraint-Driven Explanations for Black-Box ML Models | Shrotri, A. A., Narodytska, N., Ignatiev, A., Meel, K. S., Marques-Silva, J., & Vardi, M. Y | 36th AAAI Conference on Artificial Intelligence 2022 | 2022 | URL |
Last modified: November 27, 2023 7:01 pm