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Causal Inference

3310 directly classified papers

Papers per year

Papers

Identifying Confounding from Causal Mechanism Shifts AISTATS 2024

FedCSL: A Scalable and Accurate Approach to Federated Causal Structure Learning AAAI 2024

Rethinking Causal Relationships Learning in Graph Neural Networks AAAI 2024

Are High-Degree Representations Really Unnecessary in Equivariant Graph Neural Networks? NIPS 2024

Backdoor Adjustment via Group Adaptation for Debiased Coupon Recommendations AAAI 2024

Provably Powerful Graph Neural Networks for Directed Multigraphs AAAI 2024

Causal Bandits with General Causal Models and Interventions AISTATS 2024

Task-Driven Causal Feature Distillation: Towards Trustworthy Risk Prediction AAAI 2024

Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders AAAI 2024

Diagnosing and Rectifying Fake OOD Invariance: A Restructured Causal Approach AAAI 2024

Where and How to Attack? A Causality-Inspired Recipe for Generating Counterfactual Adversarial Examples AAAI 2024

Auditing Fairness under Unobserved Confounding AISTATS 2024

Fast Proxy Experiment Design for Causal Effect Identification NIPS 2024

Ukrainian Resilience: A Dataset for Detection of Help-Seeking Signals Amidst the Chaos of War EMNLP 2024

A Theory of Non-acyclic Generative Flow Networks AAAI 2024

What Causes the Failure of Explicit to Implicit Discourse Relation Recognition? NAACL 2024

Scores for Learning Discrete Causal Graphs with Unobserved Confounders AAAI 2024

Smoke and Mirrors in Causal Downstream Tasks NIPS 2024

JFLD: A Japanese Benchmark for Deductive Reasoning Based on Formal Logic COLING 2024

Knowledge Triplets Derivation from Scientific Publications via Dual-Graph Resonance COLING 2024

Formal Logic Enabled Personalized Federated Learning through Property Inference AAAI 2024

Graph Contrastive Invariant Learning from the Causal Perspective AAAI 2024

Self-Compatibility: Evaluating Causal Discovery without Ground Truth AISTATS 2024

Multimodal Event Causality Reasoning with Scene Graph Enhanced Interaction Network AAAI 2024

Addressing Both Statistical and Causal Gender Fairness in NLP Models NAACL 2024