Causal Inference

Detecting and Measuring Confounding Using Causal Mechanism Shifts NeurIPS 2024 Detecting critical treatment effect bias in small subgroups UAI 2024 DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy ACL 2024 Diagnosing and Rectifying Fake OOD Invariance: A Restructured Causal Approach AAAI 2024 DIALECT-COPA: Extending the Standard Translations of the COPA Causal Commonsense Reasoning Dataset to South Slavic Dialects NAACL 2024 DiConStruct: Causal Concept-based Explanations through Black-Box Distillation CLeaR 2024 Did You Get It? A Zero-Shot Approach to Locate Information Transfers in Conversations COLING 2024 Differentiable Pareto-Smoothed Weighting for High-Dimensional Heterogeneous Treatment Effect Estimation UAI 2024 Differentiable Structure Learning with Partial Orders NeurIPS 2024 Differentially Private Conditional Independence Testing AISTATS 2024 DiffPO: A causal diffusion model for learning distributions of potential outcomes NeurIPS 2024 Diffusion of Thought: Chain-of-Thought Reasoning in Diffusion Language Models NeurIPS 2024 Diffusion Twigs with Loop Guidance for Conditional Graph Generation NeurIPS 2024 DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language Models ICLR 2024 DINER: Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference ACL 2024 Discovering Agents (Abstract Reprint) AAAI 2024 Discovering Heterogeneous Causal Effects in Relational Data AAAI 2024 Discovering Mixtures of Structural Causal Models from Time Series Data ICML 2024 Discovery of the Hidden World with Large Language Models NeurIPS 2024 Disentangled Representation Learning in Non-Markovian Causal Systems NeurIPS 2024 Dissecting the Failure of Invariant Learning on Graphs NeurIPS 2024 Distantly-Supervised Joint Extraction with Noise-Robust Learning ACL 2024 Distribution-Conditioned Adversarial Variational Autoencoder for Valid Instrumental Variable Generation AAAI 2024 Divide-and-Conquer Predictive Coding: a structured Bayesian inference algorithm NeurIPS 2024 DIVKNOWQA: Assessing the Reasoning Ability of LLMs via Open-Domain Question Answering over Knowledge Base and Text NAACL 2024