causal inference

1619 papers

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Also known as

ITE IDA SCM CI CATE

Co-occurring keywords

causal discovery (459) structural causal model (182) treatment effect (134) graphical model (863) counterfactual reasoning (224) representation learning (6174) observational datum (109) domain generalization (1517) causal effect (107) causal graph (137)

Papers

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

AquaSentinel: Next-Generation AI System Integrating Sensor Networks for Urban Underground Water Pipeline Anomaly Detection via Collaborative MoE-LLM Agent Architecture AAAI 2026

Topo-GraT: Learning to Grow with Causal Graph Transformers (Student Abstract) AAAI 2026

Causal-LLM: Towards Predictive and Interpretable Spatiotemporal Foundation Models AAAI 2026

EigenShield: Inference-Time, Model-Agnostic Jailbreaking Defense via Causal Subspace Filtering AAAI 2026

Locally Explaining Prediction Behavior via Gradual Interventions and Measuring Property Gradients WACV 2026

CaRS: A Causal Intervention Segmentation Framework and Benchmark Dataset for Autonomous Driving under Transitional Weather Conditions WACV 2026

Causality-Driven Audits of Model Robustness WACV 2026

Respecting Temporal-Causal Consistency: Entity-Event Knowledge Graph for Retrieval-Augmented Generation EACL 2026

CLEAR-3K: Assessing Causal Explanatory Capabilities in Language Models EACL 2026

Mitigating Causal Bias in LLMs via Potential Outcomes Framework and Actual Causality Theory EACL 2026

What’s Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning EACL 2026

Causal Activation Steering via Sparse Mediation EACL 2026

CausalCLIP: Causally-Informed Feature Disentanglement and Filtering for Generalizable Detection of Generated Images AAAI 2026

Generating Attribute-Aware Human Motions from Textual Prompt AAAI 2026

Introducing Decomposed Causality with Spatiotemporal Object-Centric Representation for Video Classification AAAI 2026

ReaSon: Reinforced Causal Search with Information Bottleneck for Video Understanding AAAI 2026

PITE: Multi-Prototype Alignment for Individual Treatment Effect Estimation AAAI 2026

Causality-Aligned Semantic Recovery for Incomplete Cross-Modal Retrieval AAAI 2026

DSCF: Dual-Source Counterfactual Fusion for High-Dimensional Combinatorial Interventions AAAI 2026

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

Counterfactual-Driven Zero-Shot Classifier Expansion AAAI 2026

Learning Subgroups with Maximum Treatment Effects Without Causal Heuristics AAAI 2026

GAHMN: A Generative Approach for High-Dimensional Mediation Analysis AAAI 2026

HEV Generative Sandbox: A Framework for Assessing Domain-Specific Social Risks Through Human-LLM Simulation AAAI 2026