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Giorgos Filandrianos
Ph.D. Candidate, National Technical University of Athens
geofila@islab.ntua.gr

I am a fourth-year PhD student at the AILS laboratory of the National Technical University of Athens. The objective of my research is to develop eXplainable AI algorithms that can elucidate the internal mechanisms of black-box models or create foundational models that are more user-friendly and secure. I have gained experience in various aspects of AI, including deep learning with NLP, Counterfactual Explanations, Evaluation Metrics, Knowledge Representation and Reasoning, among others.

You can find my CV here.

Selected Works

Structure Your Data: Towards Semantic Graph Counterfactuals
Angeliki Dimitriou, Maria Lymperaiou, Giorgos Filandrianos,
Konstantinos Thomas, Giorgos Stamou
ICML, 2024
Puzzle Solving using Reasoning of Large Language Models: A Survey
Panagiotis Giadikiaroglou, Maria Lymperaiou, Giorgos Filandrianos,
Giorgos Stamou
ArXiv, 2024
The smarty4covid dataset and knowledge base as a framework for interpretable physiological audio data analysis
Konstantia Zarkogianni, Edmund Dervakos, George Filandrianos,
Theofanis Ganitidis, Vasiliki Gkatzou, Aikaterini Sakagianni,
Raghu Raghavendra, C. L. Max Nikias, Giorgos Stamou,
Konstantina S. Nikita
Nature - Scientific Data, 2023
Choose your Data Wisely: A Framework for Semantic Counterfactuals
Edmund Dervakos, Konstantinos Thomas, Giorgos Filandrianos,
Giorgos Stamou
IJCAI, 2023
Counterfactuals of Counterfactuals: a back-translation-inspired approach to analyse counterfactual editors
Giorgos Filandrianos, Edmund Dervakos, Orfeas Menis-Mastromichalakis,
Chrysoula Zerva, Giorgos Stamou
ACL, 2023
Counterfactual Edits for Generative Evaluation
Maria Lymperaiou, Giorgos Filandrianos, Konstantinos Thomas,
Giorgos Stamou
AAAI-MAKE, 2023
Visualising key information and communication technologies (ICT) indicators for children and young individuals in Europe
Maria Symeonaki, George Filandrianos, Giorgos Stamou
Humanities and Social Sciences Communications, 2022
Conceptual Edits as Counterfactual Explanations
Giorgos Filandrianos, Konstantinos Thomas, Edmund Dervakos,
Giorgos Stamou
AAAI-MAKE, 2022
Heuristics for Evaluation of AI Generated Music
Edmund Dervakos, Giorgos Filandrianos, Giorgos Stamou
ICPR, 2021