--- title: "Marco Virgolin — author profile and papers — Elamur Research" description: "Marco Virgolin: 2 papers on Elamur Research (2021–2022), h-index 16 — affiliations, topics, co-authors and who cites them in our library." canonical: "https://research.elamur.ai/free/en/authors/marco-virgolin/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/marco-virgolin/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Marco Virgolin # Marco Virgolin Marco Virgolin has 2 papers in our library, in 2021–2022; often with [Ying Jin](https://md.research.elamur.ai/free/en/authors/ying-jin/). 2 papers in our library · 2021–2022 [OpenAlex](https://openalex.org/A5014995636) · [ORCID](https://orcid.org/0000-0001-8905-9313) · [Wikidata](https://www.wikidata.org/wiki/Q89640718) · [**h-index 16**](https://openalex.org/authors/A5014995636) · [68 works](https://openalex.org/works?filter=author.id:A5014995636) · [768 citations](https://openalex.org/works?filter=author.id:A5014995636&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/marco-virgolin/#papers) · [🔗 Cited 29 times in our library](https://md.research.elamur.ai/free/en/authors/marco-virgolin/cited-by/) · [1 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #6848](https://md.research.elamur.ai/free/en/paper-stars/page/69/#star-6848) The profile is the library's match of the name; two people with one name are not always told apart. Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Marco+Virgolin) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Marco+Virgolin) · [dblp](https://dblp.org/search?q=Marco+Virgolin) · [ACL Anthology](https://aclanthology.org/search/?q=Marco+Virgolin) ## Affiliations [🔬**Centrum Wiskunde & Informatica** Amsterdam · Netherlands 2015–2024 · 34 papersEmployment 2015–2020 · Life Sciences and HealthEmployment 2021–2023 · Scientific Staff Member (tenure track), Life Sciences and Health](https://md.research.elamur.ai/free/en/labs/centrum-wiskunde-informatica/) · [🎓**Chalmers University of Technology** Gothenburg · Sweden 2020–2022 · 5 papersEmployment 2020–2021](https://md.research.elamur.ai/free/en/universities/chalmers-university-of-technology/) 🏛️**IKEA** Amsterdam · [Netherlands](https://md.research.elamur.ai/free/en/countries/netherlands/) 2023–2024Employment 2023–2024 · Senior Data Scientist 🏛️**InSilicoTrials Technologies** 's-Hertogenbosch · [Netherlands](https://md.research.elamur.ai/free/en/countries/netherlands/) 2024Employment since 2024 · Head of AI 🏛️**Chalmers tekniska högskola AB** Goteborg · [Sweden](https://md.research.elamur.ai/free/en/countries/sweden/) 2020–2021Employment 2020–2021 · Postdoctoral fellow From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 4 The field of science this work belongs to (OpenAlex fields).[Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) · [Computational Theory and Mathematics · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computational-theory-and-mathematics/) ## Works by year ### 2020s [**2022** 1 paper](https://md.research.elamur.ai/free/en/authors/marco-virgolin/year/2022/) · [**2021** 1 paper](https://md.research.elamur.ai/free/en/authors/marco-virgolin/year/2021/) ## Papers The most cited first (OpenAlex and our library). 1. **[Contemporary Symbolic Regression Methods and their Relative Performance](https://md.research.elamur.ai/free/en/papers/cava-2021-contemporary-symbolic-regression-methods/)** *(2021 · 156 citations)* Progress in symbolic regression (SR) has been hard to measure because studies rely on small, easy, or outdated test problems. 2. **[Symbolic Regression is NP-hard](https://md.research.elamur.ai/free/en/papers/virgolin-2022-symbolic-regression-np-hard/)** *(2022 · 35 citations)* Symbolic regression (SR) looks for a model of data written as a mathematical formula. The formula is built by composing elements of a primitive set, such as operations, variables and constants. Researchers have long assumed that the task is intractable. Existing methods are either heuristics without optimality… ## All works 3 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them. 1. [**Contemporary Symbolic Regression Methods and their Relative Performance arXiv:2107.14351**William La Cava, Patryk Orzechowski, Bogdan Burlacu, et al.*2021 · 156 citations*](https://md.research.elamur.ai/free/en/papers/cava-2021-contemporary-symbolic-regression-methods/) 2. [**Symbolic Regression is NP-hard arXiv:2207.01018**Marco Virgolin, Solon P. Pissis*2022 · 35 citations*](https://md.research.elamur.ai/free/en/papers/virgolin-2022-symbolic-regression-np-hard/) 3. **[Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search ↗](https://arxiv.org/abs/2302.11223) arXiv (Cornell University) · no summary yet**Pierre-Alexandre Kamienny et al.*2023 · 7 citations* ## Co-authors here 1 co-author with a page, the most papers together first. - [Ying Jin](https://md.research.elamur.ai/free/en/authors/ying-jin/) ## Cited by Papers of our library cite their works 29 times (of the 149,439 papers whose bibliographies we read); [9 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/marco-virgolin/cited-by/). Updated 3 November 2026