conftrace_

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

Causal Effect Identification in a Sub-Population with Latent Variables NIPS 2024
Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges IJCAI 2024
Identifiability of Direct Effects from Summary Causal Graphs AAAI 2024
Consistency of Neural Causal Partial Identification NIPS 2024
Causal Discovery from Poisson Branching Structural Causal Model Using High-Order Cumulant with Path Analysis AAAI 2024
Causal discovery with endogenous context variables NIPS 2024
Identifying General Mechanism Shifts in Linear Causal Representations NIPS 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 Bandits with General Causal Models and Interventions AISTATS 2024
On the Identifiability of Poisson Branching Structural Causal Model Using Probability Generating Function NIPS 2024
DeCoT: Debiasing Chain-of-Thought for Knowledge-Intensive Tasks in Large Language Models via Causal Intervention ACL 2024
Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces AAAI 2024
Rethinking Dimensional Rationale in Graph Contrastive Learning from Causal Perspective AAAI 2024
Towards Learning and Explaining Indirect Causal Effects in Neural Networks AAAI 2024
Effective Causal Discovery under Identifiable Heteroscedastic Noise Model AAAI 2024
Graph Contrastive Invariant Learning from the Causal Perspective AAAI 2024
Learning Unknown Intervention Targets in Structural Causal Models from Heterogeneous Data AISTATS 2024
A Bayesian Quantification of Aporophobia and the Aggravating Effect of Low–Wealth Contexts on Stigmatization NAACL 2024
Beyond What If: Advancing Counterfactual Text Generation with Structural Causal Modeling IJCAI 2024
Implicit Personalization in Language Models: A Systematic Study EMNLP 2024
A Rationale-centric Counterfactual Data Augmentation Method for Cross-Document Event Coreference Resolution NAACL 2024
Axiomatic effect propagation in structural causal models JMLR 2024
Reasoning about Causality in Games (Abstract Reprint) AAAI 2024
Towards Robust Trajectory Representations: Isolating Environmental Confounders with Causal Learning IJCAI 2024