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Causal Inference

934 directly classified papers

Papers per year

Papers

Causal Modeling with Stationary Diffusions AISTATS 2024
On the Role of Information Structure in Reinforcement Learning for Partially-Observable Sequential Teams and Games NIPS 2024
Causal Discovery under Off-Target Interventions AISTATS 2024
Membership Testing in Markov Equivalence Classes via Independence Queries AISTATS 2024
Policy Learning for Localized Interventions from Observational Data AISTATS 2024
Unveiling Latent Causal Rules: A Temporal Point Process Approach for Abnormal Event Explanation AISTATS 2024
Causal-learn: Causal Discovery in Python JMLR 2024
General Identifiability and Achievability for Causal Representation Learning AISTATS 2024
Learning and scoring Gaussian latent variable causal models with unknown additive interventions JMLR 2024
Faithful graphical representations of local independence AISTATS 2024
Multi-Domain Causal Representation Learning via Weak Distributional Invariances AISTATS 2024
CausalCite: A Causal Formulation of Paper Citations ACL 2024
Learning Gaussian DAGs from Network Data JMLR 2024
Learning Granger Causality from Instance-wise Self-attentive Hawkes Processes AISTATS 2024
Action Inference for Destination Prediction in Vision-and-Language Navigation ACL 2024
Filter, Rank, and Prune: Learning Linear Cyclic Gaussian Graphical Models AISTATS 2024
Causal Imitation for Markov Decision Processes: a Partial Identification Approach NIPS 2024
Local Causal Discovery with Linear non-Gaussian Cyclic Models AISTATS 2024
Reward-Relevance-Filtered Linear Offline Reinforcement Learning AISTATS 2024
Self-Compatibility: Evaluating Causal Discovery without Ground Truth AISTATS 2024
Hacking Task Confounder in Meta-Learning IJCAI 2024
Building Minimal and Reusable Causal State Abstractions for Reinforcement Learning AAAI 2024
QUITE: Quantifying Uncertainty in Natural Language Text in Bayesian Reasoning Scenarios EMNLP 2024
Unveiling Factual Recall Behaviors of Large Language Models through Knowledge Neurons EMNLP 2024
Proportion-based Sensitivity Analysis of Uncontrolled Confounding Bias in Causal Inference IJCAI 2024