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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
Learning Faithful Representations of Causal Graphs
ACL 2021
Mapping probability word problems to executable representations
EMNLP 2021
An Information-Theoretic Approach on Causal Structure Learning for Heterogeneous Data Characteristics of Real-World Scenarios
IJCAI 2021
Causal Discovery with Multi-Domain LiNGAM for Latent Factors
IJCAI 2021
A Ladder of Causal Distances
IJCAI 2021
Causal Attention for Unbiased Visual Recognition
ICCV 2021
Wasserstein Random Forests and Applications in Heterogeneous Treatment Effects
AISTATS 2021
Causal Learning for Socially Responsible AI
IJCAI 2021
Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning
IJCAI 2021
Event Time Extraction and Propagation via Graph Attention Networks
NAACL 2021
Temporal Reasoning on Implicit Events from Distant Supervision
NAACL 2021
Modeling Event Plausibility with Consistent Conceptual Abstraction
NAACL 2021
Enhancing Multiple-Choice Question Answering with Causal Knowledge
NAACL 2021
Provable Guarantees on the Robustness of Decision Rules to Causal Interventions
IJCAI 2021
Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation
EMNLP 2021
Causal Analysis of Syntactic Agreement Mechanisms in Neural Language Models
ACL 2021
Unsupervised Knowledge Graph Alignment by Probabilistic Reasoning and Semantic Embedding
IJCAI 2021
TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance
ACL 2021
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLP
ACL 2021
De-biasing Distantly Supervised Named Entity Recognition via Causal Intervention
ACL 2021
Inferring Time-delayed Causal Relations in POMDPs from the Principle of Independence of Cause and Mechanism
IJCAI 2021
Dependent Multi-Task Learning with Causal Intervention for Image Captioning
IJCAI 2021
Ordering-Based Causal Discovery with Reinforcement Learning
IJCAI 2021
Objective-aware Traffic Simulation via Inverse Reinforcement Learning
IJCAI 2021
Knowledge-Enriched Event Causality Identification via Latent Structure Induction Networks
ACL 2021
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