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

How to Enhance Causal Discrimination of Utterances: A Case on Affective Reasoning EMNLP 2023
Intervention Generalization: A View from Factor Graph Models NIPS 2023
Finding Counterfactually Optimal Action Sequences in Continuous State Spaces NIPS 2023
iSCAN: Identifying Causal Mechanism Shifts among Nonlinear Additive Noise Models NIPS 2023
Comparing Causal Frameworks: Potential Outcomes, Structural Models, Graphs, and Abstractions NIPS 2023
High Fidelity Image Counterfactuals with Probabilistic Causal Models ICML 2023
Understanding Demonstration-based Learning from a Causal Perspective ACL 2023
On the Complexity of Counterfactual Reasoning IJCAI 2023
Quantifying Consistency and Information Loss for Causal Abstraction Learning IJCAI 2023
Towards Trustworthy Explanation: On Causal Rationalization ICML 2023
A New Causal Decomposition Paradigm towards Health Equity AISTATS 2023
Approximate Allocation Matching for Structural Causal Bandits with Unobserved Confounders NIPS 2023
Evaluating Instrument Validity using the Principle of Independent Mechanisms JMLR 2023
Causality-aware Concept Extraction based on Knowledge-guided Prompting ACL 2023
A Unified Experiment Design Approach for Cyclic and Acyclic Causal Models JMLR 2023
Causal Discovery in Semi-Stationary Time Series NIPS 2023
Backtracking Counterfactuals CLEAR 2023
Jointly Learning Consistent Causal Abstractions Over Multiple Interventional Distributions CLEAR 2023
Counterfactual Dynamics Forecasting – a New Setting of Quantitative Reasoning AAAI 2023
On Data Manifolds Entailed by Structural Causal Models ICML 2023
Causal Models with Constraints CLEAR 2023
Non-parametric identifiability and sensitivity analysis of synthetic control models CLEAR 2023
Causal Abstraction with Soft Interventions CLEAR 2023
Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from a Conditional Causal Perspective AAAI 2023
VACA: Designing Variational Graph Autoencoders for Causal Queries AAAI 2022