Jixue Liu
8 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(16)
🐣
Hot Topic Early Bird
Top co-authors
Research topics
Artificial Intelligence
(7)
Core AI
(7)
Machine Learning
(6)
Deep Learning
(5)
Core Methods
(4)
Models
(4)
Learning Types
(3)
Knowledge & Reasoning
(2)
Optimization & Theory
(2)
Reasoning
(2)
Data Science & Analytics
(1)
Healthcare & Medicine
(1)
Architectures
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Keywords
causal inference
(7)
instrumental variable
(4)
latent confounder
(4)
unobserved confounding
(2)
representation learning
(2)
variational autoencoder
(2)
causal effect estimation
(2)
time series forecasting
(1)
bias correction
(1)
generative model
(1)
diffusion model
(1)
causal effect
(1)
disentangled representation
(1)
recurrent neural network
(1)
deep generative model
(1)
confounding balancing
(1)
climate modeling
(1)
attribution map
(1)
longitudinal data
(1)
factor model
(1)
Papers
Deconfounding Multi-Cause Latent Confounders: A Factor-Model Approach to Climate Model Bias Correction
IJCAI 2025
Diffusion Models for Attribution
AAAI 2025
Causal Inference with Conditional Front-Door Adjustment and Identifiable Variational Autoencoder
ICLR 2024
Conditional Instrumental Variable Regression with Representation Learning for Causal Inference
ICLR 2024
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders
AAAI 2024
Causal Inference with Conditional Instruments Using Deep Generative Models
AAAI 2023
Disentangled Representation for Causal Mediation Analysis
AAAI 2023
Ancestral Instrument Method for Causal Inference without Complete Knowledge
IJCAI 2022