🧑‍🔬 Bernhard Schölkopf

🏛️ Affiliations

🔬Max Planck Institute for Intelligent SystemsStuttgart · Germany2010–2026 · 498 papersEmployment since 2011current🔬Max Planck SocietyMunich · Germany1995–2026 · 411 paperscurrent🎓ETH ZurichZurich · Switzerland2013–2026 · 43 paperscurrent🔬ELLIS Institute TübingenTübingen · Germany2024–2026 · 26 paperscurrent🎓Tübingen AI CenterTübingen2026 · 1 papercurrent🔬Max Planck Institute for Biological CyberneticsTübingen · Germany1995–2017 · 335 papersEmployment 2001–2010🏢Microsoft ResearchCambridge · United Kingdom1999–2002 · 15 papers🏢Intelligent Systems ResearchThousand Oaks · United States2021–2026 · 7 papers🎓Australian National UniversityCanberra · Australia1998–2001 · 7 papers🏢AmazonSeattle · United States2020–2022 · 5 papers

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 40 more institutions on single bylines are not listed.

🧭 Concepts, shelves and topics

Of its works in our library: the number of works on each and its rating among them.

📅 Works by year

2020s

📄 Papers

The most cited first (OpenAlex and our library).

1. Membership Inference Attacks against Language Models via Neighbourhood Comparison (2023 · 162 citations)
   The paper examines membership inference attacks (MIAs) on language models, which try to determine whether a specific text was part of a model's training set.
2. Logical Fallacy Detection (2022 · 119 citations)
   The authors introduce logical fallacy detection as a new NLP task: classifying an argument by the type of flawed reasoning it contains.
3. A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models (2023 · 65 citations)
   Large language models perform well on math benchmarks, but it is unclear whether they truly reason or exploit superficial cues in problem wording.

All works

10 works of theirs in our library, the most cited first; 3 with a page here, the others link their original until we summarise them.

1. Membership Inference Attacks against Language Models via Neighbourhood ComparisonFindings of the Association for Computational LinguisticsJustus Mattern, Fatemehsadat Mireshghallah, Zhijing Jin, et al.2023 · 162 citations
2. Logical Fallacy DetectionFindings of the Association for Computational LinguisticsZhijing Jin, Abhinav Lalwani, Tejas Vaidhya, et al.2022 · 119 citations
3. A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Alessandro Stolfo, Zhijing Jin, Kumar Shridhar, et al.2023 · 65 citations
4. Competition of Mechanisms: Tracing How Language Models Handle Facts and CounterfactualsProceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · original ↗ · no summary yetFrancesco Ortu et al.2024 · 22 citations
5. Language Model Alignment in Multilingual Trolley ProblemsarXiv:2407.02273 · original ↗ · no summary yetZhijing Jin et al.2024 · 21 citations
6. Exploring the Jungle of Bias: Political Bias Attribution in Language Models via Dependency AnalysisarXiv:2311.08605 · original ↗ · no summary yetDavid F. Jenny et al.2023 · 6 citations
7. DARS: Dynamic Action Re-Sampling to Enhance Coding Agent Performance by Adaptive Tree TraversalProceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · original ↗ · no summary yetVaibhav Aggarwal et al.2025 · 4 citations
8. PaperMentor: A Human-Centered Multi-Agent Writing Tutor for AI Research Papers in OverleafProceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations) · original ↗ · no summary yetJiarui Liu et al.2026 · 1 citation
9. When Do Language Models Endorse Limitations on Human Rights Principles?Findings of the Association for Computational Linguistics: EACL 2026 · original ↗ · no summary yetKeenan Samway et al.2026 · 1 citation
10. Test of Time: Rethinking Temporal Signal of Benchmark ContaminationProceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · original ↗ · no summary yetTerry Jingchen Zhang et al.2026 · 1 citation

🤝 Co-authors here

9 co-authors with a page, the most papers together first.

• Mrinmaya Sachan ×3
• Zhijing Jin ×3
• Alessandro Stolfo
• Fatemehsadat Mireshghallah
• Kumar Shridhar
• Rada Mihalcea
• Taylor Berg-Kirkpatrick
• Xiaoyu Shen
• Yiwen Ding

Venues

Where their works here were published, the most works first, with the editions of those that have a page.

• Annual Meeting of the Association for Computational Linguistics (ACL) ×5: ACL 2023
• Findings of the Association for Computational Linguistics ×2: Findings of the Association for Computational Linguistics 2023, Findings of the Association for Computational Linguistics 2022
• Findings of the Association for Computational Linguistics: EACL 2026

🔗 Cited by

Papers of our library cite their works 244 times (of the 141,840 papers whose bibliographies we read); 13 citing papers with a page here →.

Updated 24 October 2026

↑ back to top

This page in Markdown → https://md.research.elamur.ai/free/en/authors/bernhard-scholkopf/