Guo, Siyuan

13 publications

ICLR 2026 Skill Learning via Policy Diversity Yields Identifiable Representations for Reinforcement Learning Patrik Reizinger, Bálint Mucsányi, Siyuan Guo, Benjamin Eysenbach, Bernhard Schölkopf, Wieland Brendel

NeurIPS 2025 Counterfactual Reasoning: An Analysis of In-Context Emergence Moritz Miller, Bernhard Schölkopf, Siyuan Guo

NeurIPS 2025 Do-PFN: In-Context Learning for Causal Effect Estimation Jake Robertson, Arik Reuter, Siyuan Guo, Noah Hollmann, Frank Hutter, Bernhard Schölkopf

ICLR 2025 Identifiable Exchangeable Mechanisms for Causal Structure and Representation Learning Patrik Reizinger, Siyuan Guo, Ferenc Huszár, Bernhard Schölkopf, Wieland Brendel

ICML 2024 DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning Siyuan Guo, Cheng Deng, Ying Wen, Hechang Chen, Yi Chang, Jun Wang

NeurIPS 2024 Do Finetti: On Causal Effects for Exchangeable Data Siyuan Guo, Chi Zhang, Karthika Mohan, Ferenc Huszár, Bernhard Schölkopf

NeurIPS 2024 Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving Aniket Didolkar, Anirudh Goyal, Nan Rosemary Ke, Siyuan Guo, Michal Valko, Timothy Lillicrap, Danilo Rezende, Yoshua Bengio, Michael Mozer, Sanjeev Arora

ICMLW 2024 Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving Aniket Rajiv Didolkar, Anirudh Goyal, Nan Rosemary Ke, Siyuan Guo, Michal Valko, Timothy P Lillicrap, Danilo Jimenez Rezende, Yoshua Bengio, Michael Curtis Mozer, Sanjeev Arora

ICLR 2024 Out-of-Variable Generalisation for Discriminative Models Siyuan Guo, Jonas Bernhard Wildberger, Bernhard Schölkopf

CLeaR 2024 Pragmatic Fairness: Developing Policies with Outcome Disparity Control Limor Gultchin, Siyuan Guo, Alan Malek, Silvia Chiappa, Ricardo Silva

NeurIPS 2023 Causal De Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data Siyuan Guo, Viktor Toth, Bernhard Schölkopf, Ferenc Huszar

NeurIPS 2023 Learning Generalizable Agents via Saliency-Guided Features Decorrelation Sili Huang, Yanchao Sun, Jifeng Hu, Siyuan Guo, Hechang Chen, Yi Chang, Lichao Sun, Bo Yang

CLeaR 2023 On the Interventional Kullback-Leibler Divergence Jonas Bernhard Wildberger, Siyuan Guo, Arnab Bhattacharyya, Bernhard Schölkopf