Siyuan Guo

25 papers A* 5B 1Journal 15Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
On the Emergence and Test-Time Use of Structural Information in Large Language Models.
CoRR
Michelle Chao Chen, Moritz Miller, Bernhard Schölkopf, Siyuan Guo
2025 J jnl
Counterfactual reasoning: an analysis of in-context emergence.
CoRR
Moritz Miller, Bernhard Schölkopf, Siyuan Guo
2025 J jnl
Do-PFN: In-Context Learning for Causal Effect Estimation.
CoRR
Jake Robertson, Arik Reuter, Siyuan Guo, Noah Hollmann, Frank Hutter, Bernhard Schölkopf
2025 A* conf
Identifiable Exchangeable Mechanisms for Causal Structure and Representation Learning.
ICLR
Patrik Reizinger, Siyuan Guo, Ferenc Huszár, Bernhard Schölkopf, Wieland Brendel
2025 J jnl
Physics of Learning: A Lagrangian perspective to different learning paradigms.
CoRR
Siyuan Guo, Bernhard Schölkopf
2025 J jnl
Skill Learning via Policy Diversity Yields Identifiable Representations for Reinforcement Learning.
CoRR
Patrik Reizinger, Bálint Mucsányi, Siyuan Guo, Benjamin Eysenbach, Bernhard Schölkopf, Wieland Brendel
2024 — conf
CausalCite: A Causal Formulation of Paper Citations.
ACL (Findings)
Ishan Kumar, Zhijing Jin, Ehsan Mokhtarian, Siyuan Guo, Yuen Chen, Negar Kiyavash, Mrinmaya Sachan, Bernhard Schölkopf
2024 A* conf
Do Finetti: On Causal Effects for Exchangeable Data.
NeurIPS
Siyuan Guo, Chi Zhang, Karthika Mohan, Ferenc Huszar, Bernhard Schölkopf
2024 J jnl
Do Finetti: On Causal Effects for Exchangeable Data.
CoRR
Siyuan Guo, Chi Zhang, Karthika Mohan, Ferenc Huszár, Bernhard Schölkopf
2024 J jnl
Identifiable Exchangeable Mechanisms for Causal Structure and Representation Learning.
CoRR
Patrik Reizinger, Siyuan Guo, Ferenc Huszár, Bernhard Schölkopf, Wieland Brendel
2024 J jnl
Learning Beyond Pattern Matching? Assaying Mathematical Understanding in LLMs.
CoRR
Siyuan Guo, Aniket Didolkar, Nan Rosemary Ke, Anirudh Goyal, Ferenc Huszár, Bernhard Schölkopf
2024 A* conf
Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving.
NeurIPS
Aniket Didolkar, Anirudh Goyal, Nan Rosemary Ke, Siyuan Guo, Michal Valko, Timothy P. Lillicrap, Danilo Jimenez Rezende, Yoshua Bengio, Michael C. Mozer, Sanjeev Arora
2024 J jnl
Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving.
CoRR
Aniket Didolkar, Anirudh Goyal, Nan Rosemary Ke, Siyuan Guo, Michal Valko, Timothy P. Lillicrap, Danilo J. Rezende, Yoshua Bengio, Michael Mozer, Sanjeev Arora
2024 A* conf
Out-of-Variable Generalisation for Discriminative Models.
ICLR
Siyuan Guo, Jonas Bernhard Wildberger, Bernhard Schölkopf
2024 — conf
Pragmatic Fairness: Developing Policies with Outcome Disparity Control.
CLeaR
Limor Gultchin, Siyuan Guo, Alan Malek, Silvia Chiappa, Ricardo Silva
2023 A* conf
Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data.
NeurIPS
Siyuan Guo, Viktor Tóth, Bernhard Schölkopf, Ferenc Huszar
2023 J jnl
CausalCite: A Causal Formulation of Paper Citations.
CoRR
Ishan Kumar, Zhijing Jin, Ehsan Mokhtarian, Siyuan Guo, Yuen Chen, Negar Kiyavash, Mrinmaya Sachan, Bernhard Schölkopf
2023 B conf
Dataflow graphs as complete causal graphs.
CAIN
Andrei Paleyes, Siyuan Guo, Bernhard Schölkopf, Neil D. Lawrence
2023 J jnl
Dataflow graphs as complete causal graphs.
CoRR
Andrei Paleyes, Siyuan Guo, Bernhard Schölkopf, Neil D. Lawrence
2023 — conf
On the Interventional Kullback-Leibler Divergence.
CLeaR
Jonas Bernhard Wildberger, Siyuan Guo, Arnab Bhattacharyya, Bernhard Schölkopf
2023 J jnl
On the Interventional Kullback-Leibler Divergence.
CoRR
Jonas Wildberger, Siyuan Guo, Arnab Bhattacharyya, Bernhard Schölkopf
2023 J jnl
Out-of-Variable Generalization.
CoRR
Siyuan Guo, Jonas Wildberger, Bernhard Schölkopf
2023 J jnl
Pragmatic Fairness: Developing Policies with Outcome Disparity Control.
CoRR
Limor Gultchin, Siyuan Guo, Alan Malek, Silvia Chiappa, Ricardo Silva
2022 J jnl
Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data.
CoRR
Siyuan Guo, Viktor Tóth, Bernhard Schölkopf, Ferenc Huszár
2020 — conf
Teams Frightened of Failure Fail More: Modelling Reward Sensitivity in Teamwork.
SSCI
Siyuan Guo, Soo Ling Lim, Peter J. Bentley