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Bernhard Schölkopf

Principal Researcher, ELLIS Institute

4 papers at NeurIPS 2025

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Poster Session 1

2 papers
Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Do-PFN: In-Context Learning for Causal Effect Estimation
#2507 Spotlight · Jake Robertson, Arik Reuter, Siyuan Guo, Noah Hollmann, Frank Hutter, Bernhard Schölkopf

We demonstrate that the PFN-framework allows for the accurate estimation of causal effects under weakened assumptions.
Reparameterized LLM Training via Orthogonal Equivalence Transformation
#909 · Zeju Qiu, Simon Buchholz, Tim Z. Xiao, Maximilian Dax, Bernhard Schölkopf, Weiyang Liu

Poster Session 4

1 paper
Thursday, December 4, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Counterfactual reasoning: an analysis of in-context emergence
#2603 · Moritz Miller, Bernhard Schölkopf, Siyuan Guo

whether and how transformers perform in-context counterfactual reasoning

Poster Session 5

1 paper
Friday, December 5, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Are Language Models Efficient Reasoners? A Perspective from Logic Programming
#1810 · Andreas Opedal, Yanick Zengaffinen, Haruki Shirakami, Clemente Pasti, Mrinmaya Sachan, Abulhair Saparov, Ryan Cotterell, Bernhard Schölkopf