Artificial Intelligence › Core AI ›

Causal Inference

3310 directly classified papers

Papers per year

Papers

Invariant Feature Learning for Counterfactual Watch-time Prediction in Video Recommendation AAAI 2026

Memorize Early, Then Query: Inlier-Memorization-Guided Active Outlier Detection AAAI 2026

Bidirectional Counterfactual Distillation for Review-Based Recommendation AAAI 2026

ContextGraph: Lifelog Intelligence Framework for Contextual Subgraph Evolution AAAI 2026

Diversity Recommendation via Causal Deconfounding of Co-purchase Relations and Counterfactual Exposure AAAI 2026

Towards OOD Generalization in Dynamic Graphs via Causal Invariant Learning AAAI 2026

State Mamba: Spatiotemporal EEG State-Space Model with Dynamic Brain Alignment for Cross-Subject Representation AAAI 2026

Consistency-based Abductive Reasoning over Perceptual Errors of Multiple Pre-trained Models in Novel Environments AAAI 2026

Closer to Biological Mechanism: Drug-Drug Interaction Prediction from the Perspective of Pharmacophore AAAI 2026

GCIB: Causal Intervention Guided Graph Information Bottleneck Framework AAAI 2026

Learning Fair Graph Representations via Probability of Necessity and Sufficiency AAAI 2026

Causally-Aware Attribute Completion for Incomplete Federated Graph Clustering AAAI 2026

State-Derivative-Aware Neural Controlled Differential Equations for Multivariate Time Series Anomaly Detection and Diagnosis AAAI 2026

Counterfactual-Driven Zero-Shot Classifier Expansion AAAI 2026

CastX: Cohort-Level Causal Inference Meets Statistical Testing for Faithful and Reliable GNN Explanations AAAI 2026

Enhancing Logical Expressiveness in Graph Neural Networks via Path-Neighbor Aggregation AAAI 2026

Causal Tracing of Object Representations in Large Vision Language Models: Mechanistic Interpretability and Hallucination Mitigation AAAI 2026

GEM: Gaussian Embedding Modeling for Out-of-Distribution Detection in GUI Agents AAAI 2026

Beyond World Models: Rethinking Understanding in AI Models AAAI 2026

Learning from Imperfect Data: Robust Inference of Dynamic Systems Using Simulation-Based Generative Model AAAI 2026

The Alignment Game: A Theory of Long-Horizon Alignment Through Recursive Curation AAAI 2026

Mind the Gap: Predicting, Explaining and Reducing Time-to-First-Comment (Reply Gap) in Online Mental-Health Communities AAAI 2026

KTCF: Actionable Recourse in Knowledge Tracing via Counterfactual Explanations for Education AAAI 2026

A Causal Framework to Measure and Mitigate Non-binary Treatment Discrimination AAAI 2026

Save, Revisit, Retain: A Scalable Framework for Enhancing User Retention in Large-Scale Recommender Systems AAAI 2026