| Open Vocabulary Object Detection with Proposal Mining and Prediction Equalization | Jun 22, 2022 | Causal Inferenceobject-detection | CodeCode Available | 1 |
| Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations | Jun 16, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Towards Understanding How Machines Can Learn Causal Overhypotheses | Jun 16, 2022 | BIG-bench Machine LearningCausal Inference | CodeCode Available | 1 |
| Large-Scale Differentiable Causal Discovery of Factor Graphs | Jun 15, 2022 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| Estimating Causal Effects Under Image Confounding Bias with an Application to Poverty in Africa | Jun 13, 2022 | Causal Inference | CodeCode Available | 1 |
| Causal Inference-Based Root Cause Analysis for Online Service Systems with Intervention Recognition | Jun 13, 2022 | Causal InferenceFault Diagnosis | CodeCode Available | 1 |
| Active Bayesian Causal Inference | Jun 4, 2022 | Active LearningCausal Discovery | CodeCode Available | 1 |
| CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior | May 27, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| SoK: Blockchain Decentralization | May 9, 2022 | Causal InferenceDescriptive | CodeCode Available | 1 |
| DagSim: Combining DAG-based model structure with unconstrained data types and relations for flexible, transparent, and modularized data simulation | May 6, 2022 | BIG-bench Machine LearningCausal Inference | CodeCode Available | 1 |
| Statistical Perspective on Functional and Causal Neural Connectomics: The Time-Aware PC Algorithm | Apr 11, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender System | Apr 4, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Learning and Evaluating Graph Neural Network Explanations based on Counterfactual and Factual Reasoning | Feb 17, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Targeted-BEHRT: Deep learning for observational causal inference on longitudinal electronic health records | Feb 7, 2022 | Causal InferenceDecision Making | CodeCode Available | 1 |
| ROCK: Causal Inference Principles for Reasoning about Commonsense Causality | Jan 31, 2022 | Causal Inference | CodeCode Available | 1 |
| Unicorn: Reasoning about Configurable System Performance through the lens of Causality | Jan 20, 2022 | BIG-bench Machine LearningCausal Inference | CodeCode Available | 1 |
| CausalSim: A Causal Framework for Unbiased Trace-Driven Simulation | Jan 5, 2022 | Causal Inference | CodeCode Available | 1 |
| Show, Deconfound and Tell: Image Captioning With Causal Inference | Jan 1, 2022 | Causal InferenceDecoder | CodeCode Available | 1 |
| Contextual Debiasing for Visual Recognition With Causal Mechanisms | Jan 1, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Long Story Short: Omitted Variable Bias in Causal Machine Learning | Dec 26, 2021 | BIG-bench Machine LearningCausal Inference | CodeCode Available | 1 |
| Hybrid Neural Networks for On-device Directional Hearing | Dec 11, 2021 | Audio Source SeparationCausal Inference | CodeCode Available | 1 |
| Causal Knowledge Guided Societal Event Forecasting | Dec 10, 2021 | Causal Inference | CodeCode Available | 1 |
| Comprehensive Knowledge Distillation with Causal Intervention | Dec 1, 2021 | Causal InferenceKnowledge Distillation | CodeCode Available | 1 |
| Estimating Multi-cause Treatment Effects via Single-cause Perturbation | Dec 1, 2021 | Causal Inferencevalid | CodeCode Available | 1 |
| Generalizing Graph Neural Networks on Out-Of-Distribution Graphs | Nov 20, 2021 | Causal Inference | CodeCode Available | 1 |
| A Large Scale Benchmark for Individual Treatment Effect Prediction and Uplift Modeling | Nov 19, 2021 | Causal InferencePrediction | CodeCode Available | 1 |
| A framework for causal segmentation analysis with machine learning in large-scale digital experiments | Nov 1, 2021 | Causal Inference | CodeCode Available | 1 |
| VACA: Design of Variational Graph Autoencoders for Interventional and Counterfactual Queries | Oct 27, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Dynamic Causal Bayesian Optimization | Oct 26, 2021 | Bayesian OptimizationCausal Inference | CodeCode Available | 1 |
| Counterfactual Debiasing Inference for Compositional Action Recognition | Oct 17, 2021 | Action RecognitionCausal Inference | CodeCode Available | 1 |
| Optimization-based Causal Estimation from Heterogenous Environments | Sep 24, 2021 | Causal Inference | CodeCode Available | 1 |
| Uncovering Main Causalities for Long-tailed Information Extraction | Sep 11, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Counterfactual Explainable Recommendation | Aug 24, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification | Aug 19, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Causal Incremental Graph Convolution for Recommender System Retraining | Aug 16, 2021 | Causal InferenceRecommendation Systems | CodeCode Available | 1 |
| Towards Unbiased Visual Emotion Recognition via Causal Intervention | Jul 26, 2021 | Causal InferenceEmotion Recognition | CodeCode Available | 1 |
| Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition | Jul 13, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Algorithmic Causal Effect Identification with causaleffect | Jul 9, 2021 | Causal Inference | CodeCode Available | 1 |
| Spatiotemporal information conversion machine for time-series prediction | Jul 3, 2021 | Causal InferencePrediction | CodeCode Available | 1 |
| The Causal-Neural Connection: Expressiveness, Learnability, and Inference | Jul 2, 2021 | Causal IdentificationCausal Inference | CodeCode Available | 1 |
| Causal Reinforcement Learning using Observational and Interventional Data | Jun 28, 2021 | Causal InferenceModel-based Reinforcement Learning | CodeCode Available | 1 |
| CausalNLP: A Practical Toolkit for Causal Inference with Text | Jun 15, 2021 | Causal Inference | CodeCode Available | 1 |
| Variational Causal Networks: Approximate Bayesian Inference over Causal Structures | Jun 14, 2021 | Bayesian InferenceCausal Inference | CodeCode Available | 1 |
| Learning from Counterfactual Links for Link Prediction | Jun 3, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Federated Estimation of Causal Effects from Observational Data | May 31, 2021 | Causal InferenceGaussian Processes | CodeCode Available | 1 |
| An Influence-based Approach for Root Cause Alarm Discovery in Telecom Networks | May 7, 2021 | Causal InferenceFault localization | CodeCode Available | 1 |
| Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis | Apr 19, 2021 | Causal Inference | CodeCode Available | 1 |
| SUTD-TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning over Traffic Events | Mar 29, 2021 | Autonomous VehiclesBenchmarking | CodeCode Available | 1 |
| SEMgraph: An R Package for Causal Network Analysis of High-Throughput Data with Structural Equation Models | Mar 15, 2021 | Causal Inference | CodeCode Available | 1 |
| A Structural Causal Model for MR Images of Multiple Sclerosis | Mar 4, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
