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Works (23)

AutoML-Guided Fusion of Entity and LLM-Based Representations for Document Classification

2025 | Book chapter
DOI: 10.1007/978-3-031-78977-9_7
Contributors: Boshko Koloski; Senja Pollak; Roberto Navigli; Blaž Škrlj
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Crossref

Measuring Catastrophic Forgetting in Cross-Lingual Classification: Transfer Paradigms and Tuning Strategies

IEEE Access
2025 | Journal article
DOI: 10.1109/ACCESS.2025.3543608
Contributors: Boshko Koloski; Blaž Škrlj; Marko Robnik-Šikonja; Senja Pollak
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Crossref

HorNets: Learning from Discrete and Continuous Signals with Routing Neural Networks

2025-02-14 | Preprint
DOI: 10.32388/22I1PO
Contributors: Boshko Koloski; Nada Lavrač; Blaž Škrlj
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Crossref

OutRank: Speeding up AutoML-based Model Search for Large Sparse Data sets with Cardinality-aware Feature Ranking

2023-09-14 | Conference paper
DOI: 10.1145/3604915.3610636
Contributors: Blaz Skrlj; Blaž Mramor
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Crossref

Multimodal AutoML via Representation Evolution

Machine Learning and Knowledge Extraction
2022-12-23 | Journal article
DOI: 10.3390/make5010001
Contributors: Blaž Škrlj; Matej Bevec; Nada Lavrač
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Ontology Completion with Graph-Based Machine Learning: A Comprehensive Evaluation

Machine Learning and Knowledge Extraction
2022-12-01 | Journal article
DOI: 10.3390/make4040056
Contributors: Sebastian Mežnar; Matej Bevec; Nada Lavrač; Blaž Škrlj
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Crossref
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Relational tree ensembles and feature rankings

Knowledge-Based Systems
2022-09 | Journal article
DOI: 10.1016/j.knosys.2022.109254
Contributors: Matej Petković; Michelangelo Ceci; Gianvito Pio; Blaž Škrlj; Kristian Kersting; Sašo Džeroski
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Crossref

Deep node ranking for neuro‐symbolic structural node embedding and classification

International Journal of Intelligent Systems
2022-01 | Journal article
DOI: 10.1002/int.22651
Contributors: Blaž Škrlj; Jan Kralj; Janez Konc; Marko Robnik‐Šikonja; Nada Lavrač
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Crossref

Prioritization of COVID-19-Related Literature via Unsupervised Keyphrase Extraction and Document Representation Learning

2021 | Book chapter
DOI: 10.1007/978-3-030-88942-5_16
Contributors: Blaž Škrlj; Marko Jukič; Nika Eržen; Senja Pollak; Nada Lavrač
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Crossref

Unsupervised Feature Ranking via Attribute Networks

2021 | Book chapter
DOI: 10.1007/978-3-030-88942-5_26
Contributors: Urh Primožič; Blaž Škrlj; Sašo Džeroski; Matej Petković
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Crossref

Fuzzy Jaccard Index: A robust comparison of ordered lists

Applied Soft Computing
2021-12 | Journal article
DOI: 10.1016/j.asoc.2021.107849
Contributors: Matej Petković; Blaž Škrlj; Dragi Kocev; Nikola Simidjievski
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Crossref

Ensemble‐ and distance‐based feature ranking for unsupervised learning

International Journal of Intelligent Systems
2021-07-03 | Journal article
DOI: 10.1002/int.22390
Contributors: Matej Petković; Dragi Kocev; Blaž Škrlj; Sašo Džeroski
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Crossref

Prioritisation of Compounds for 3CLpro Inhibitor Development on SARS-CoV-2 Variants

Molecules
2021-05-18 | Journal article
DOI: 10.3390/molecules26103003
Contributors: Marko Jukič; Blaž Škrlj; Gašper Tomšič; Sebastian Pleško; Črtomir Podlipnik; Urban Bren
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autoBOT: evolving neuro-symbolic representations for explainable low resource text classification

Machine Learning
2021-05-14 | Journal article
DOI: 10.1007/s10994-021-05968-x
Contributors: Blaž Škrlj; Matej Martinc; Nada Lavrač; Senja Pollak
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Crossref

Differential Response of Grapevine to Infection with ‘Candidatus Phytoplasma solani’ in Early and Late Growing Season through Complex Regulation of mRNA and Small RNA Transcriptomes

International Journal of Molecular Sciences
2021-03-29 | Journal article
DOI: 10.3390/ijms22073531
Contributors: Marina Dermastia; Blaž Škrlj; Rebeka Strah; Barbara Anžič; Špela Tomaž; Maja Križnik; Christina Schönhuber; Monika Riedle-Bauer; Živa Ramšak; Marko Petek et al.
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New Cross-Talks between Pathways Involved in Grapevine Infection with ‘Candidatus Phytoplasma solani’ Revealed by Temporal Network Modelling

Plants
2021-03-29 | Journal article
DOI: 10.3390/plants10040646
Contributors: Blaž Škrlj; Maruša Pompe Novak; Günter Brader; Barbara Anžič; Živa Ramšak; Kristina Gruden; Jan Kralj; Aleš Kladnik; Nada Lavrač; Thomas Roitsch et al.
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Crossref
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SNoRe: Scalable Unsupervised Learning of Symbolic Node Representations

IEEE Access
2020 | Journal article
DOI: 10.1109/ACCESS.2020.3039541
Contributors: Sebastian Meznar; Nada Lavrac; Blaz Skrlj
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Crossref

Layer entanglement in multiplex, temporal multiplex, and coupled multilayer networks

Applied Network Science
2020-12 | Journal article
DOI: 10.1007/s41109-020-00331-w
Contributors: Blaž Škrlj; Benjamin Renoust
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Crossref

Embedding-based Silhouette community detection

Machine Learning
2020-11-27 | Journal article
DOI: 10.1007/s10994-020-05882-8
Contributors: Blaž Škrlj; Jan Kralj; Nada Lavrač
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Crossref

Zero-Shot Learning for Cross-Lingual News Sentiment Classification

Applied Sciences
2020-08-29 | Journal article
DOI: 10.3390/app10175993
Contributors: Andraž Pelicon; Marko Pranjić; Dragana Miljković; Blaž Škrlj; Senja Pollak
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Crossref
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Propositionalization and embeddings: two sides of the same coin

Machine Learning
2020-07-28 | Journal article
DOI: 10.1007/s10994-020-05890-8
Contributors: Nada Lavrač; Blaž Škrlj; Marko Robnik-Šikonja
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Crossref

Py3plex toolkit for visualization and analysis of multilayer networks

Applied Network Science
2019-12 | Journal article
DOI: 10.1007/s41109-019-0203-7
Contributors: Blaž Škrlj; Jan Kralj; Nada Lavrač
Source: check_circle
Crossref

Towards Robust Text Classification with Semantics-Aware Recurrent Neural Architecture

Machine Learning and Knowledge Extraction
2019-04 | Journal article | Author
DOI: 10.3390/make1020034
Contributors: Blaž Škrlj; Jan Kralj; Nada Lavrač; Senja Pollak
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Multidisciplinary Digital Publishing Institute
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Peer review (18 reviews for 9 publications/grants)

Review activity for Applied intelligence. (1)
Review activity for Applied network science. (3)
Review activity for Artificial intelligence review. (1)
Review activity for Electronics. (1)
Review activity for Expert systems with applications. (2)
Review activity for Knowledge and information systems. (1)
Review activity for Machine learning. (4)
Review activity for Neurocomputing. (4)
Review activity for PloS one. (1)
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