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structural causal model
structural causal model
184 papers
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Also known as
SCMS
SCM
Co-occurring keywords
causal inference
(1630)
counterfactual reasoning
(230)
causal discovery
(460)
causal intervention
(110)
backdoor adjustment
(34)
causal effect
(107)
spurious correlation
(279)
causal identification
(37)
counterfactual inference
(47)
few-shot learning
(3398)
Papers
Achievable distributional robustness when the robust risk is only partially identified
NIPS 2024
Reasoning about Causality in Games (Abstract Reprint)
AAAI 2024
Fundamental Properties of Causal Entropy and Information Gain
CLEAR 2024
Meaningful Causal Aggregation and Paradoxical Confounding
CLEAR 2024
Axiomatic effect propagation in structural causal models
JMLR 2024
DeCoT: Debiasing Chain-of-Thought for Knowledge-Intensive Tasks in Large Language Models via Causal Intervention
ACL 2024
Causal Discovery from Poisson Branching Structural Causal Model Using High-Order Cumulant with Path Analysis
AAAI 2024
Dissecting the Failure of Invariant Learning on Graphs
NIPS 2024
Wasserstein Distributionally Robust Optimization through the Lens of Structural Causal Models and Individual Fairness
NIPS 2024
Causal discovery with endogenous context variables
NIPS 2024
CausVSR: Causality Inspired Visual Sentiment Recognition
IJCAI 2024
Causal Optimal Transport of Abstractions
CLEAR 2024
Benchmarking Counterfactual Image Generation
NIPS 2024
Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges
IJCAI 2024
Causal Intervention for Mitigating Name Bias in Machine Reading Comprehension
ACL 2023
Interventional Rationalization
EMNLP 2023
Counterfactual Dynamics Forecasting – a New Setting of Quantitative Reasoning
AAAI 2023
CFL: Causally Fair Language Models Through Token-level Attribute Controlled Generation
ACL 2023
How to Enhance Causal Discrimination of Utterances: A Case on Affective Reasoning
EMNLP 2023
Approximate Allocation Matching for Structural Causal Bandits with Unobserved Confounders
NIPS 2023
Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from a Conditional Causal Perspective
AAAI 2023
Do Not Marginalize Mechanisms, Rather Consolidate!
NIPS 2023
Causal Discovery in Semi-Stationary Time Series
NIPS 2023
A New Causal Decomposition Paradigm towards Health Equity
AISTATS 2023
Towards Trustworthy Explanation: On Causal Rationalization
ICML 2023
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