Siyuan Guo
11 papers · 2023–2026 · 5 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (10) πΊοΈ Taxonomy Completionist (25) π Interdisciplinary Bridge π§ Keyword Pioneer π£ Hot Topic Early Bird
π
Renaissance Researcher
(7)
π
Conference Polyglot
(5)
π
Triple Crown
π
Century Club
(10)
β‘
Prolific Year
(6)
Conferences
NIPS (4)
ACL (2)
CLEAR (2)
ICLR (2)
ICML (1)
Top co-authors
Keywords
causal inference
(2)
large language model
(2)
exchangeable datum
(2)
causal discovery
(2)
question answering
(1)
prompt engineering
(1)
domain generalization
(1)
llm introspection
(1)
citation analysis
(1)
kullback-leibler divergence
(1)
causal structure
(1)
saliency map
(1)
conditional independence
(1)
language model
(1)
skill labeling
(1)
visual reinforcement learning
(1)
metacognitive knowledge
(1)
semantic clustering
(1)
counterfactual reasoning
(1)
causal effect estimation
(1)
Papers
On the Emergence and Test-Time Use of Structural Information in Large Language Models
ACL 2026
Identifiable Exchangeable Mechanisms for Causal Structure and Representation Learning
ICLR 2025
Do Finetti: On Causal Effects for Exchangeable Data
NIPS 2024
CausalCite: A Causal Formulation of Paper Citations
ACL 2024
Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving
NIPS 2024
Pragmatic Fairness: Developing Policies with Outcome Disparity Control
CLEAR 2024
Out-of-Variable Generalisation for Discriminative Models
ICLR 2024
DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning
ICML 2024
On the Interventional Kullback-Leibler Divergence
CLEAR 2023
Learning Generalizable Agents via Saliency-guided Features Decorrelation
NIPS 2023
Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data
NIPS 2023