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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

Eliciting Causal Abilities in Large Language Models for Reasoning Tasks AAAI 2025
Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates AAAI 2025
Cradle-VAE: Enhancing Single-Cell Gene Perturbation Modeling with Counterfactual Reasoning-based Artifact Disentanglement AAAI 2025
Large Language Models and Causal Inference in Collaboration: A Comprehensive Survey NAACL 2025
Mitigating Spurious Correlations via Counterfactual Contrastive Learning EMNLP 2025
Dynamic Energy-Based Contrastive Learning with Multi-Stage Knowledge Verification for Event Causality Identification EMNLP 2025
Context-Aware Reasoning On Parametric Knowledge for Inferring Causal Variables EMNLP 2025
Learn from Failure: Causality-guided Contrastive Learning for Generalizable Implicit Hate Speech Detection COLING 2025
DCILP: A Distributed Approach for Large-Scale Causal Structure Learning AAAI 2025
The Partially Observable Off-Switch Game AAAI 2025
Causal Estimation of Tokenisation Bias ACL 2025
The Financial Document Causality Detection Shared Task (FinCausal 2025) COLING 2025
Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias NAACL 2025
C2MIL: Synchronizing Semantic and Topological Causalities in Multiple Instance Learning for Robust and Interpretable Survival Analysis ICCV 2025
Asymptotic Inference for Multi-Stage Stationary Treatment Policy with Variable Selection JMLR 2025
Dr.ECI: Infusing Large Language Models with Causal Knowledge for Decomposed Reasoning in Event Causality Identification COLING 2025
GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality AAAI 2025
Mediation Analysis for Probabilities of Causation AAAI 2025
Mitigating Language Confusion through Inference-time Intervention COLING 2025
Enhancing Factual Consistency in Text Summarization via Counterfactual Debiasing COLING 2025
The Missing Cause: An Analysis of Causal Attributions in Reporting on Palestine COLING 2025
Degree of Interference: A General Framework For Causal Inference Under Interference JMLR 2025
TReMu: Towards Neuro-Symbolic Temporal Reasoning for LLM-Agents with Memory in Multi-Session Dialogues ACL 2025
Copula-based Sensitivity Analysis for Multi-Treatment Causal Inference with Unobserved Confounding JMLR 2025
Evaluation of Active Feature Acquisition Methods for Time-varying Feature Settings JMLR 2025