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B. Schölkopf · SciRah

Researcher profile · Semantic Scholar

B. Schölkopf

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B. Schölkopf — researcher profile on SciRah

h-index: 177
Works: 1,319
Citations: 193K

Most-cited papers

Open X-Embodiment: Robotic Learning Datasets and RT-X Models : Open X-Embodiment Collaboration
Abigail O'Neill, Abdul Rehman, Abhiram Maddukuri, Abhishek Gupta +276 more
2024IEEE International Conference on Robotics and Automation283 citations
Semantic Scholar
Artificial Intelligence for Modelling Infectious Disease Epidemics
M. Kraemer, J. Tsui, Serina Chang, Spyros Lytras +37 more
2025Nature176 citations Open access
Semantic Scholar
Cooperate or Collapse: Emergence of Sustainable Cooperation in a Society of LLM Agents
Giorgio Piatti, Zhijing Jin, Max Kleiman-Weiner, B. Schölkopf +2 more
2024Neural Information Processing Systems162 citations Open access
Semantic Scholar
Early warning of complex climate risk with integrated artificial intelligence
M. Reichstein, V. Benson, Jan Blunk, G. Camps-Valls +15 more
2025Nature Communications149 citations Open access
Semantic Scholar
Do-PFN: In-Context Learning for Causal Effect Estimation
Jake Robertson, Arik Reuter, Si-Yuan Guo, N. Hollmann +2 more
2025Neural Information Processing Systems65 citations
Semantic Scholar
Competition of Mechanisms: Tracing How Language Models Handle Facts and Counterfactuals
Francesco Ortu, Zhijing Jin, Diego Doimo, Mrinmaya Sachan +2 more
2024Annual Meeting of the Association for Computational Linguistics55 citations
Semantic Scholar
Can Large Language Models Understand Symbolic Graphics Programs?
Ze-Ju Qiu, Weiyang Liu, Haiwen Feng, Zhen Liu +6 more
2024International Conference on Learning Representations44 citations
Semantic Scholar
Low-power scalable multilayer optoelectronic neural networks enabled with incoherent light
Alexander Song, Sai Nikhilesh Murty Kottapalli, Rahul Goyal, B. Schölkopf +1 more
2024Nature Communications38 citations Open access
Semantic Scholar
The Essential Role of Causality in Foundation World Models for Embodied AI
Tarun Gupta, Wenbo Gong, Chao Ma, Nick Pawlowski +10 more
2024arXiv.org38 citations
Semantic Scholar
From Causal to Concept-Based Representation Learning
Goutham Rajendran, Simon Buchholz, Bryon Aragam, B. Schölkopf +1 more
2024Neural Information Processing Systems37 citations
Semantic Scholar
Learning Interpretable Concepts: Unifying Causal Representation Learning and Foundation Models
Goutham Rajendran, Simon Buchholz, Bryon Aragam, B. Schölkopf +1 more
2024arXiv.org37 citations
Semantic Scholar
Cooperate or Collapse: Emergence of Sustainability Behaviors in a Society of LLM Agents
Giorgio Piatti, Zhijing Jin, Max Kleiman-Weiner, B. Schölkopf +2 more
2024arXiv.org36 citations
Semantic Scholar
DARS: Dynamic Action Re-Sampling to Enhance Coding Agent Performance by Adaptive Tree Traversal
V. Aggarwal, Ojasv Kamal, Abhinav Japesh, Zhijing Jin +1 more
2025Annual Meeting of the Association for Computational Linguistics27 citations
Semantic Scholar
Implicit Personalization in Language Models: A Systematic Study
Zhijing Jin, Nils Heil, Jia-Rui Liu, S. Dhuliawala +4 more
2024Conference on Empirical Methods in Natural Language Processing27 citations
Semantic Scholar
Imagining and building wise machines: The centrality of AI metacognition
Samuel G. B. Johnson, Amir-Hossein Karimi, Y. Bengio, Nick Chater +7 more
2024Trends in Cognitive Sciences26 citations
Semantic Scholar
Corrupted by Reasoning: Reasoning Language Models Become Free-Riders in Public Goods Games
David Guzman Piedrahita, Yongjin Yang, Mrinmaya Sachan, G. Ramponi +2 more
2025arXiv.org25 citations
Semantic Scholar
Standardizing Structural Causal Models
Weronika Ormaniec, Scott Sussex, Lars Lorch, B. Schölkopf +1 more
2024International Conference on Learning Representations22 citations
Semantic Scholar
Analyzing the Role of Semantic Representations in the Era of Large Language Models
Zhijing Jin, Yuen Chen, Fernando Gonzalez Adauto, Jia-Rui Liu +4 more
2024North American Chapter of the Association for Computational Linguistics18 citations
Semantic Scholar
Sensorimotor World Models: Perception for Action via Inverse Dynamics
P. Ivashkov, Randall Balestriero, B. Schölkopf
2026arXiv.org17 citations
Semantic Scholar
When Ethics and Payoffs Diverge: LLM Agents in Morally Charged Social Dilemmas
Steffen Backmann, David Guzman Piedrahita, Terry Jingchen Zhang, Emanuel Tewolde +3 more
2025arXiv.org17 citations
Semantic Scholar
Are Language Models Consequentialist or Deontological Moral Reasoners?
Keenan Samway, Max Kleiman-Weiner, David Guzman Piedrahita, Rada Mihalcea +2 more
2025Conference on Empirical Methods in Natural Language Processing17 citations
Semantic Scholar
Limits of Transformer Language Models on Learning to Compose Algorithms
Jonathan Thomm, Giacomo Camposampiero, Aleksandar Terzic, M. Hersche +2 more
2024Neural Information Processing Systems16 citations Open access
Semantic Scholar
Orthogonal Finetuning Made Scalable
Ze-Ju Qiu, Weiyang Liu, Adrian Weller, B. Schölkopf
2025Conference on Empirical Methods in Natural Language Processing12 citations
Semantic Scholar
Can Theoretical Physics Research Benefit from Language Agents?
Si-Rui Lu, Zhijing Jin, Terry Jingchen Zhang, Pavel Kos +2 more
2025arXiv.org12 citations
Semantic Scholar
Robustness of Nonlinear Representation Learning
Simon Buchholz, B. Schölkopf
2025International Conference on Machine Learning12 citations
Semantic Scholar
Do Finetti: On Causal Effects for Exchangeable Data
Si-Yuan Guo, Chi Zhang, Karthika Mohan, Ferenc Huszár +1 more
2024Neural Information Processing Systems12 citations
Semantic Scholar
The Odyssey of Commonsense Causality: From Foundational Benchmarks to Cutting-Edge Reasoning
Shao-Bo Cui, Zhijing Jin, B. Schölkopf, Boi Faltings
2024Conference on Empirical Methods in Natural Language Processing11 citations
Semantic Scholar
Improving Large Language Model Safety with Contrastive Representation Learning
Samuel Simko, Mrinmaya Sachan, B. Schölkopf, Zhijing Jin
2025Conference on Empirical Methods in Natural Language Processing9 citations Open access
Semantic Scholar
Causality Is Key to Understand and Balance Multiple Goals in Trustworthy ML and Foundation Models
R. Binkytė, Ivaxi Sheth, Zhijing Jin, M. Havaei +2 more
2025arXiv.org9 citations
Semantic Scholar
Language Models Can Reduce Asymmetry in Information Markets
Nasim Rahaman, Martin Weiss, M. Wüthrich, Y. Bengio +3 more
2024arXiv.org9 citations
Semantic Scholar
Multilingual Trolley Problems for Language Models
Zhijing Jin, Sydney Levine, Max Kleiman-Weiner, Giorgio Piatti +8 more
2024arXiv.org9 citations
Semantic Scholar
Diffusion-based learning of contact plans for agile locomotion
V. Dhédin, Adithya Kumar Chinnakkonda Ravi, Armand Jordana, Huai-Jiang Zhu +4 more
2024IEEE-RAS International Conference on Humanoid Robots9 citations
Semantic Scholar
Direct Imaging Discovery of Giant Exoplanet β Pictoris d: A Decade-long Game of Hide-and-seek
B. Sutlieff, M. Bonse, V. Christiaens, C. Fontanive +93 more
2026Astrophysical Journal Letters8 citations Open access
Semantic Scholar
Latent causal diffusions for single-cell perturbation modeling
Lars Lorch, Jia-Qi Zhang, Charlotte Bunne, Andreas Krause +2 more
2026Proceedings of the National Academy of Sciences of the United States of America8 citations Open access
Semantic Scholar
Is Single-View Mesh Reconstruction Ready for Robotics?
Frederik Nolte, Andreas Geiger, B. Schölkopf, Ingmar Posner
2025arXiv.org8 citations
Semantic Scholar
Decode-gLM: Tools to Interpret, Audit, and Steer Genomic Language Models
Aaron Maiwald, Piotr Jedryszek, Florent Draye, B. Schölkopf +2 more
2026bioRxiv7 citations Open access
Semantic Scholar
International AI Safety Report 2025: Second Key Update: Technical Safeguards and Risk Management
Y. Bengio, Stephen Clare, Carina Prunkl, Maksym Andriushchenko +65 more
2025arXiv.org7 citations
Semantic Scholar
International AI Safety Report 2025: First Key Update: Capabilities and Risk Implications
Y. Bengio, Stephen Clare, Carina Prunkl, Shalaleh Rismani +69 more
2025arXiv.org7 citations
Semantic Scholar
Democratic or Authoritarian? Probing a New Dimension of Political Biases in Large Language Models
David Guzman Piedrahita, Irene Strauss, B. Schölkopf, Rada Mihalcea +1 more
2025arXiv.org7 citations
Semantic Scholar
A Probabilistic Model behind Self- Supervised Learning
Alice Bizeul, B. Schölkopf, C. Allen
2024Trans. Mach. Learn. Res.7 citations
Semantic Scholar
Eccentricity Constraints Disfavor Single–Single Capture in Nuclear Star Clusters as the Origin of all LIGO–Virgo–KAGRA Binary Black Holes
N. Gupte, M. Miller, R. Udall, S. Bini +11 more
2026Astrophysical Journal6 citations Open access
Semantic Scholar
Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR
Yong-Jin Yang, Jia-Rui Liu, Ying-Hui He, Lechen Zhang +2 more
2026arXiv.org6 citations
Semantic Scholar
Dexterous Robotic Piano Playing at Scale
Le Chen, Yi Zhao, Jan Schneider, Quankai Gao +6 more
2025arXiv.org6 citations
Semantic Scholar
Generative Intervention Models for Causal Perturbation Modeling
Nora Schneider, Lars Lorch, Niki Kilbertus, B. Schölkopf +1 more
2024International Conference on Machine Learning6 citations
Semantic Scholar
Hyperbolic Busemann Neural Networks
Zi-Heng Chen, B. Schölkopf, N. Sebe
2026arXiv.org5 citations
Semantic Scholar
Verbalized Machine Learning: Revisiting Machine Learning with Language Models
Tim Z. Xiao, Robert Bamler, B. Schölkopf, Wei-Yang Liu
2025Trans. Mach. Learn. Res.5 citations
Semantic Scholar
Counterfactual reasoning: an analysis of in-context emergence
Moritz Miller, B. Schölkopf, Si-Yuan Guo
2025Neural Information Processing Systems5 citations
Semantic Scholar
Riemannian Batch Normalization: A Gyro Approach
Zi-Heng Chen, Xiao-Jun Wu, B. Schölkopf, N. Sebe
2025arXiv.org5 citations
Semantic Scholar
From Observation to Insight: Mechanistic World Models and the Quest for Autonomous Discovery
Ingmar Posner, Anson Lei, B. Schölkopf
2026arXiv.org4 citations
Semantic Scholar
PEFT-Arena: Understanding Parameter-Efficient Finetuning from a Stability-Plasticity Perspective
Yang-Yi Huang, Ruo-Tian Peng, Ze-Ju Qiu, Jia-Le Kang +3 more
2026arXiv.org4 citations
Semantic Scholar

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