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Causal Inference

934 directly classified papers

Papers per year

Papers

Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders AAAI 2024
Smoke and Mirrors in Causal Downstream Tasks NIPS 2024
Learning Granger Causality from Instance-wise Self-attentive Hawkes Processes AISTATS 2024
Graph Contrastive Invariant Learning from the Causal Perspective AAAI 2024
Building Minimal and Reusable Causal State Abstractions for Reinforcement Learning AAAI 2024
Membership Testing in Markov Equivalence Classes via Independence Queries AISTATS 2024
General Identifiability and Achievability for Causal Representation Learning AISTATS 2024
Local Causal Discovery with Linear non-Gaussian Cyclic Models AISTATS 2024
Action Inference for Destination Prediction in Vision-and-Language Navigation ACL 2024
Stage-Aware Learning for Dynamic Treatments JMLR 2024
Exploiting Geometry for Treatment Effect Estimation via Optimal Transport AAAI 2024
Identifying General Mechanism Shifts in Linear Causal Representations NIPS 2024
Causal Effect Identification in a Sub-Population with Latent Variables NIPS 2024
Sample Complexity of Interventional Causal Representation Learning NIPS 2024
Fast Proxy Experiment Design for Causal Effect Identification NIPS 2024
De-confounded Data-free Knowledge Distillation for Handling Distribution Shifts CVPR 2024
Large Language Models Can Learn Temporal Reasoning ACL 2024
Vision-and-Language Navigation via Causal Learning CVPR 2024
When to Act and When to Ask: Policy Learning With Deferral Under Hidden Confounding NIPS 2024
Multi-Domain Causal Representation Learning via Weak Distributional Invariances AISTATS 2024
CoreRec: A Counterfactual Correlation Inference for Next Set Recommendation AAAI 2024
Learning and scoring Gaussian latent variable causal models with unknown additive interventions JMLR 2024
Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models CVPR 2024
PizzaCommonSense: A Dataset for Commonsense Reasoning about Intermediate Steps in Cooking Recipes EMNLP 2024
Hacking Task Confounder in Meta-Learning IJCAI 2024