Causal Inference

Causal Matching using Random Hyperplane Tessellations CLeaR 2024 Causal Micro-Narratives EMNLP 2024 Causal Modeling with Stationary Diffusions AISTATS 2024 Causal Modelling Agents: Causal Graph Discovery through Synergising Metadata- and Data-driven Reasoning ICLR 2024 Causal Mode Multiplexer: A Novel Framework for Unbiased Multispectral Pedestrian Detection CVPR 2024 CausalPC: Improving the Robustness of Point Cloud Classification by Causal Effect Identification CVPR 2024 Causal Q-Aggregation for CATE Model Selection AISTATS 2024 Causal Representation Learning via Counterfactual Intervention AAAI 2024 Causal State Distillation for Explainable Reinforcement Learning CLeaR 2024 CausalStock: Deep End-to-end Causal Discovery for News-driven Multi-stock Movement Prediction NeurIPS 2024 Causal-StoNet: Causal Inference for High-Dimensional Complex Data ICLR 2024 Causal Strategic Learning with Competitive Selection AAAI 2024 Causal Structure Learning With Momentum: Sampling Distributions Over Markov Equivalence Classes PGM 2024 Causal Structure Recovery with Latent Variables under Milder Distributional and Graphical Assumptions ICLR 2024 Causal Subgraphs and Information Bottlenecks: Redefining OOD Robustness in Graph Neural Networks ECCV 2024 Causal Temporal Representation Learning with Nonstationary Sparse Transition NeurIPS 2024 CausalTime: Realistically Generated Time-series for Benchmarking of Causal Discovery ICLR 2024 Causal vs. Anticausal merging of predictors NeurIPS 2024 Causal Walk: Debiasing Multi-Hop Fact Verification with Front-Door Adjustment AAAI 2024 Cautionary Tales on Synthetic Controls in Survival Analyses CLeaR 2024 CELLO: Causal Evaluation of Large Vision-Language Models EMNLP 2024 Chain-of-Rewrite: Aligning Question and Documents for Open-Domain Question Answering EMNLP 2024 ChaosBench: A Multi-Channel, Physics-Based Benchmark for Subseasonal-to-Seasonal Climate Prediction NeurIPS 2024 Characterising Interventions in Causal Games UAI 2024 CheckersGPT: Learning World Models through Language Modeling ACL 2024