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Methodology
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Artificial Intelligence
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Causal Inference
3310 directly classified papers
Papers per year
2002: 1
2003: 2
2004: 1
2005: 2
2006: 7
2007: 6
2008: 9
2009: 9
2010: 15
2011: 8
2012: 15
2013: 32
2014: 16
2015: 28
2016: 39
2017: 62
2018: 98
2019: 201
2020: 277
2021: 372
2022: 426
2023: 511
2024: 601
2025: 389
2026: 183
Papers
Identification in Tree-shaped Linear Structural Causal Models
AISTATS 2022
GalilAI: Out-of-Task Distribution Detection using Causal Active Experimentation for Safe Transfer RL
AISTATS 2022
Stateful Offline Contextual Policy Evaluation and Learning
AISTATS 2022
C-CAM: Causal CAM for Weakly Supervised Semantic Segmentation on Medical Image
CVPR 2022
Contextual Debiasing for Visual Recognition With Causal Mechanisms
CVPR 2022
Visual Abductive Reasoning
CVPR 2022
Show, Deconfound and Tell: Image Captioning With Causal Inference
CVPR 2022
Stability-Driven Contact Reconstruction From Monocular Color Images
CVPR 2022
Gerrymandering under Uncertain Preferences (Student Abstract)
AAAI 2022
Weakly Supervised Neuro-Symbolic Module Networks for Numerical Reasoning over Text
AAAI 2022
Path-Specific Objectives for Safer Agent Incentives
AAAI 2022
Invariant Action Effect Model for Reinforcement Learning
AAAI 2022
Reinforcement Learning of Causal Variables Using Mediation Analysis
AAAI 2022
Imbalance-Aware Uplift Modeling for Observational Data
AAAI 2022
Weakly Supervised Disentangled Generative Causal Representation Learning
JMLR 2022
Learning Human Driving Behaviors with Sequential Causal Imitation Learning
AAAI 2022
Word Embeddings via Causal Inference: Gender Bias Reducing and Semantic Information Preserving
AAAI 2022
Rethinking Nonlinear Instrumental Variable Models through Prediction Validity
JMLR 2022
Efficient Least Squares for Estimating Total Effects under Linearity and Causal Sufficiency
JMLR 2022
Conditions and Assumptions for Constraint-based Causal Structure Learning
JMLR 2022
MALTS: Matching After Learning to Stretch
JMLR 2022
The Weighted Generalised Covariance Measure
JMLR 2022
Causal Intervention Improves Implicit Sentiment Analysis
COLING 2022
On Paraconsistent Belief Revision in LP
AAAI 2022
A Causal Inference Look at Unsupervised Video Anomaly Detection
AAAI 2022
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