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GCI: A (G)raph (C)oncept (I)nterpretation Framework


Feb 09, 2023
Dmitry Kazhdan, Botty Dimanov, Lucie Charlotte Magister, Pietro Barbiero, Mateja Jamnik, Pietro Lio

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Towards Robust Metrics for Concept Representation Evaluation


Jan 25, 2023
Mateo Espinosa Zarlenga, Pietro Barbiero, Zohreh Shams, Dmitry Kazhdan, Umang Bhatt, Adrian Weller, Mateja Jamnik

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* To appear at AAAI 2023 

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Weight Predictor Network with Feature Selection for Small Sample Tabular Biomedical Data


Nov 28, 2022
Andrei Margeloiu, Nikola Simidjievski, Pietro Lio, Mateja Jamnik

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* Accepted to AAAI-2023 

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Discrete Lagrangian Neural Networks with Automatic Symmetry Discovery


Nov 20, 2022
Yana Lishkova, Paul Scherer, Steffen Ridderbusch, Mateja Jamnik, Pietro Liò, Sina Ober-Blöbaum, Christian Offen

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Explainer Divergence Scores (EDS): Some Post-Hoc Explanations May be Effective for Detecting Unknown Spurious Correlations


Nov 14, 2022
Shea Cardozo, Gabriel Islas Montero, Dmitry Kazhdan, Botty Dimanov, Maleakhi Wijaya, Mateja Jamnik, Pietro Lio

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* Presented at the AIMLAI workshop at the 31st ACM International Conference on Information and Knowledge Management (CIKM 2022) 

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Graph-Conditioned MLP for High-Dimensional Tabular Biomedical Data


Nov 11, 2022
Andrei Margeloiu, Nikola Simidjievski, Pietro Lio', Mateja Jamnik

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* Presented at the 17th Machine Learning in Computational Biology (MLCB) meeting, 2022 

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Distributed representations of graphs for drug pair scoring


Sep 19, 2022
Paul Scherer, Pietro Liò, Mateja Jamnik

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* 9 main pages, 6 pages reference and appendix 

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Concept Embedding Models


Sep 19, 2022
Mateo Espinosa Zarlenga, Pietro Barbiero, Gabriele Ciravegna, Giuseppe Marra, Francesco Giannini, Michelangelo Diligenti, Zohreh Shams, Frederic Precioso, Stefano Melacci, Adrian Weller, Pietro Lio, Mateja Jamnik

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* To appear at NeurIPS 2022 

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Encoding Concepts in Graph Neural Networks


Aug 07, 2022
Lucie Charlotte Magister, Pietro Barbiero, Dmitry Kazhdan, Federico Siciliano, Gabriele Ciravegna, Fabrizio Silvestri, Mateja Jamnik, Pietro Lio

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Representational Systems Theory: A Unified Approach to Encoding, Analysing and Transforming Representations


Jun 07, 2022
Daniel Raggi, Gem Stapleton, Mateja Jamnik, Aaron Stockdill, Grecia Garcia Garcia, Peter C-H. Cheng

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* 118 pages total: 94 of main paper + 2 of references + 22 of appendices. Submitted to JACM. Authors Gem Stapleton and Daniel Raggi contributed equally to this research 

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