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Causal Inference

3310 directly classified papers

Papers per year

Papers

Conditions for parameter unidentifiability of linear ARX systems for enhancing security L4DC 2024
Data-driven bifurcation analysis via learning of homeomorphism L4DC 2024
ExChain: Exception Dependency Analysis for Root Cause Diagnosis NSDI 2024
How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection? AAAI 2024
Learning true objectives: Linear algebraic characterizations of identifiability in inverse reinforcement learning L4DC 2024
A New Paradigm for Counterfactual Reasoning in Fairness and Recourse IJCAI 2024
Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges IJCAI 2024
Causal ATE Mitigates Unintended Bias in Controlled Text Generation CONLL 2024
Hacking Task Confounder in Meta-Learning IJCAI 2024
Using Surrogates in Covariate-adjusted Response-adaptive Randomization Experiments with Delayed Outcomes NIPS 2024
CoCoG: Controllable Visual Stimuli Generation Based on Human Concept Representations IJCAI 2024
Verification and Refinement of Natural Language Explanations through LLM-Symbolic Theorem Proving EMNLP 2024
Towards Robust Trajectory Representations: Isolating Environmental Confounders with Causal Learning IJCAI 2024
What Are the Odds? Language Models Are Capable of Probabilistic Reasoning EMNLP 2024
Identifying Causal Effects Under Functional Dependencies NIPS 2024
Optimization Under Epistemic Uncertainty Using Prediction IJCAI 2024
A New Pipeline for Knowledge Graph Reasoning Enhanced by Large Language Models Without Fine-Tuning EMNLP 2024
QUITE: Quantifying Uncertainty in Natural Language Text in Bayesian Reasoning Scenarios EMNLP 2024
Boosting Efficiency in Task-Agnostic Exploration through Causal Knowledge IJCAI 2024
Interventional Causal Discovery in a Mixture of DAGs NIPS 2024
Information-Theoretic Opacity-Enforcement in Markov Decision Processes IJCAI 2024
Using Causal Inference to Investigate Contraceptive Discontinuation in Sub-Saharan Africa IJCAI 2024
What’s wrong with your model? A Quantitative Analysis of Relation Classification NAACL 2024
TW-NLP at SemEval-2024 Task10: Emotion Recognition and Emotion Reversal Inference in Multi-Party Dialogues. NAACL 2024
Detecting and Measuring Confounding Using Causal Mechanism Shifts NIPS 2024