Povezave
SICRIS
prof. dr. Marko Robnik Šikonja
Redni profesor
T: +386 1 479 8241
E:Pošljite sporočilo
Govorilne ure: Sreda od 11:00 do 12:00 (2. nadstropje, desno od dvigala), lahko preko video povezave. Nujen je dogovor preko elektronske pošte.
Prostor: R2.06 - Kabinet
Opis

Raziskovalno delam na področjih umetne inteligence, strojnega učenja, obdelave naravnega jezika in analize omrežij. Še posebej me zanimajo veliki jezikovni modeli, globoke nevronske mreže, ocenjevanje atributov, razlaga modelov, ansambelske metode in vektorske vložitve (nekaj člankov, prosto dostopna programska oprema). Sem avtor ali soavtor več kot 250 publikacij, tako znanstvenih kot literarnih. Moji članki so v mednarodnih publikacijah citirani več kot 10.000-krat.

Študentje pred zaključkom študija si lahko ogledajo teme diplomskih in magistrskih nalog, ki jih predlagam.

Na X sem @MarkoRobnikS, na BluSky pa @markors.bsky.social 

Nagrade
  • Odlični v znanosti (s soavtorji), nagrada Javne agencije za znanstvenoraziskovalno in inovacijsko dejavnost Republike Slovenije (ARIS) v letu 2023
  • Najodličnejši raziskovalni dosežek Univerze v Ljubljani v letu 2018: Slovar sopomenk sodobne slovenščine: odzivni slovar (soavtor)
  • Zlata plaketa Univerze v Ljubljani za izjemne zasluge pri razvijanju znanstvenega, pedagoškega ali umetniškega ustvarjanja in za krepitev ugleda univerze (2015).

 

Predmeti
Laboratorij
Projekti
Zaključeni projekti
Publikacije

  • ULČAR, Matej, ŽAGAR, Aleš, ARMENDARIZ, Carlos S., REPAR, Andraž, POLLAK, Senja, PURVER, Matthew, ROBNIK ŠIKONJA, Marko. Mono- and cross-lingual evaluation of representation language models on less-resourced languages. Computer speech & language. Jan. 2026, vol. 95, Article no. 101852, pp. 1-29, DOI: 10.1016/j.csl.2025.101852

  • YADAV, Anjali, GARG, Tanya, KLEMEN, Matej, ULČAR, Matej, AGARWAL, Basant, ROBNIK ŠIKONJA, Marko. From translation to generative LLMs: classification of code-mixed affective tasks. IEEE transactions on affective computing. 2025, DOI: 10.1109/TAFFC.2025.3553399

  • HOSTNIK, Marko, ROBNIK ŠIKONJA, Marko. Retrieval-augmented code completion for local projects using large language models. Expert systems with applications. Nov. 2025, vol. 292, article no. 128596, pp. 1-15, DOI: 10.1016/j.eswa.2025.128596

  • KOLOSKI, Boshko, ŠKRLJ, Blaž, ROBNIK ŠIKONJA, Marko, POLLAK, Senja. Measuring catastrophic forgetting in cross-lingual classification: transfer paradigms and tuning strategies. IEEE Access. 19 Feb. 2025, vol. 13, pp. 33509-33520, DOI: 10.1109/ACCESS.2025.3543608

  • VREŠ, Domen, ROBNIK ŠIKONJA, Marko. Preventing deception with explanation methods using focused sampling. Data mining and knowledge discovery. 2024, pp. 1-46, DOI: 10.1007/s10618-022-00900-w

  • MIOK, Kristian, HIDALGO TENORIO, Encarnación, OSENOVA, Petja, BENÍTEZ-CASTRO, Miguel-Ángel, ROBNIK ŠIKONJA, Marko. Multi-aspect multilingual and cross-lingual parliamentary speech analysis. Intelligent data analysis. Feb. 2024, vol. 28, no. 1, pp. 239-260, DOI: 10.3233/IDA-227347

  • VOUK, Boštjan, GUID, Matej, ROBNIK ŠIKONJA, Marko. Feature construction using explanations of individual predictions. Engineering applications of artificial intelligence, 2023, vol. 120, pp. 1-27, DOI: 10.1016/j.engappai.2023.105823

  • KLEMEN, Matej, KRSNIK, Luka, ROBNIK ŠIKONJA, Marko. Enhancing deep neural networks with morphological information. Natural language engineering. 2023, vol. 29, iss. 2, pp. 360-385, DOI: 10.1017/S1351324922000080

  • TRAJANOV, Dimitar, TRAJKOVSKI, Vangel, DIMITRIEVA, Makedonka, DOBREVA, Jovana, JOVANOVIK, Milos, KLEMEN, Matej, ŽAGAR, Aleš, ROBNIK ŠIKONJA, Marko. Review of natural language processing in pharmacology. Pharmacological reviews. Jul. 2023, vol. 75, no. 4, pp. 714-738. DOI

  • ŠKVORC, Tadej, GANTAR, Polona, ROBNIK ŠIKONJA, Marko. MICE: mining idioms with contextual embeddings. Knowledge-based systems. 2022, vol. 235, pp. 1-11, DOI: 10.1109/ACCESS.2022.3144932

  • Kristian Miok, Blaž Škrlj, Daniela Zaharie, Marko Robnik-Šikonja. To BAN or not to BAN: Bayesian Attention Networks for reliable hate speech detection. Cognitive Computation 2021. DOI

  • Matej Martinc, Senja Pollak, Marko Robnik-Šikonja. Supervised and unsupervised neural approaches to text readability. Computational linguistics. 47 (1): 141–179, 2021, DOI
  • Nada Lavrač, Blaž Škrlj, Marko Robnik-Šikonja. Propositionalization and embeddings: two sides of the same coin. Machine learning. 2020, 109(7):1465-1507. DOI
  • Jan Kralj, Marko Robnik-Šikonja, Nada Lavrač. NetSDM: semantic data mining with network analysis. Journal of machine learning research, 2019, vol. 20, pp. 1-50 PDF
  • Janez Kranjc, Roman Orač, Vid Podpečan, Nada Lavrač, Marko Robnik-Šikonja. ClowdFlows: online workflows for distributed big data mining. FGCS, 2017, vol. 68, pp. 38-58 PDF
  • Marko Bohanec, Mirjana Kljajić Borštnar, Marko Robnik-Šikonja. Explaining machine learning models in sales predictions. Expert systems with applications, 2017, vol. 71, pp. 416-428 PDF
  • Marko Robnik-Šikonja. Data generators for learning systems based on RBF networks. IEEE transactions on neural networks and learning systems, May 2016, vol. 27, no. 5, pp. 926-938 PDF
  • Marko Robnik-Šikonja, Igor Kononenko: Explaining Classifications For Individual Instances. IEEE Transactions on Knowledge and Data Engineering, 20: 589-600, 2008 PDF
  • Marko Robnik-Šikonja, Koen Vanhoof: Evaluation of ordinal attributes at value level. Knowledge Discovery and Data Mining, 14:225-243, 2007 PDF
  • Marko Robnik-Šikonja, Igor Kononenko: Theoretical and Empirical Analysis of ReliefF and RReliefF. Machine Learning Journal, 53:23-69, 2003. PDF
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