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Causal Inference

3310 directly classified papers

Papers per year

Papers

On Discovery of Local Independence over Continuous Variables via Neural Contextual Decomposition CLEAR 2023
Image-based Treatment Effect Heterogeneity CLEAR 2023
Causal Triplet: An Open Challenge for Intervention-centric Causal Representation Learning CLEAR 2023
Learning Causal Representations of Single Cells via Sparse Mechanism Shift Modeling CLEAR 2023
Learning Conditional Granger Causal Temporal Networks CLEAR 2023
Causal Discovery for Non-stationary Non-linear Time Series Data Using Just-In-Time Modeling CLEAR 2023
Leveraging SE(3) Equivariance for Learning 3D Geometric Shape Assembly ICCV 2023
Why Did This Model Forecast This Future? Information-Theoretic Saliency for Counterfactual Explanations of Probabilistic Regression Models NIPS 2023
CLIP-OGD: An Experimental Design for Adaptive Neyman Allocation in Sequential Experiments NIPS 2023
Identifiability Guarantees for Causal Disentanglement from Soft Interventions NIPS 2023
Nonparametric Identifiability of Causal Representations from Unknown Interventions NIPS 2023
Pairwise Causality Guided Transformers for Event Sequences NIPS 2023
Counterfactually Comparing Abstaining Classifiers NIPS 2023
Score-Based Learning of Graphical Event Models with Background Knowledge Augmentation AAAI 2023
Synthetic Combinations: A Causal Inference Framework for Combinatorial Interventions NIPS 2023
Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment NIPS 2023
Unpaired Multi-Domain Causal Representation Learning NIPS 2023
Causal Component Analysis NIPS 2023
Causal Interpretation of Self-Attention in Pre-Trained Transformers NIPS 2023
Newton–Cotes Graph Neural Networks: On the Time Evolution of Dynamic Systems NIPS 2023
Understanding Demonstration-based Learning from a Causal Perspective ACL 2023
Sample-Specific Root Causal Inference with Latent Variables CLEAR 2023
Causal Models with Constraints CLEAR 2023
Causal discovery from observational and interventional data across multiple environments NIPS 2023
Geo-Seq2seq: Twitter User Geolocation on Noisy Data through Sequence to Sequence Learning ACL 2023