Causal Inference

Causal Effect Identification in a Sub-Population with Latent Variables NeurIPS 2024 Causal Effect Identification in LiNGAM Models with Latent Confounders ICML 2024 Causal effects of intervening variables in settings with unmeasured confounding JMLR 2024 Causal Estimation of Memorisation Profiles ACL 2024 Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework ICLR 2024 Causal Feature Alignment: Learning To Ignore Spurious Background Features WACV 2024 Causal Graph Modeling with Deep Neural Engines for Strong Abstract Reasoning in Language and Vision IJCAI 2024 Causal-Guided Active Learning for Debiasing Large Language Models ACL 2024 CausalGym: Benchmarking causal interpretability methods on linguistic tasks ACL 2024 Causal Imitation for Markov Decision Processes: a Partial Identification Approach NeurIPS 2024 Causal Imputation for Counterfactual SCMs: Bridging Graphs and Latent Factor Models CLeaR 2024 Causal Inference for Human-Language Model Collaboration NAACL 2024 Causal Inference out of Control: Estimating Performativity without Treatment Randomization ICML 2024 Causal Inference with Conditional Front-Door Adjustment and Identifiable Variational Autoencoder ICLR 2024 Causal Intersectionality and Dual Form of Gradient Descent for Multimodal Analysis: A Case Study on Hateful Memes COLING 2024 Causal-IQA: Towards the Generalization of Image Quality Assessment Based on Causal Inference ICML 2024 Causality for Functional Longitudinal Data CLeaR 2024 Causality-Inspired Invariant Representation Learning for Text-Based Person Retrieval AAAI 2024 Causal Layering via Conditional Entropy CLeaR 2024 Causal-learn: Causal Discovery in Python JMLR 2024 Causally Abstracted Multi-armed Bandits UAI 2024 Causally Aligned Curriculum Learning ICLR 2024 Causally Aware Generative Adversarial Networks for Light Pollution Control AAAI 2024 Causally Inspired Regularization Enables Domain General Representations AISTATS 2024 Causally Motivated Personalized Federated Invariant Learning with Shortcut-Averse Information-Theoretic Regularization ICML 2024