Jixue Liu
8 papers · 2022–2025 · 3 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓+1 more ↓ Show less ↑
π Conference Polyglot (3) π Renaissance Researcher (6) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (15) π§ Keyword Pioneer
π
Cross-Pollinator
(15)
Conferences
AAAI (4)
ICLR (2)
IJCAI (2)
Top co-authors
Keywords
causal inference
(5)
latent confounder
(4)
instrumental variable
(3)
causal effect estimation
(1)
explainable ai
(1)
mutual information
(1)
time series forecasting
(1)
bias correction
(1)
generative model
(1)
diffusion model
(1)
causal effect
(1)
disentangled representation
(1)
recurrent neural network
(1)
variational autoencoder
(1)
deep generative model
(1)
unobserved confounding
(1)
information bottleneck
(1)
representation learning
(1)
climate modeling
(1)
attribution map
(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
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders
AAAI 2024
Conditional Instrumental Variable Regression with Representation Learning for Causal Inference
ICLR 2024
Disentangled Representation for Causal Mediation Analysis
AAAI 2023
Causal Inference with Conditional Instruments Using Deep Generative Models
AAAI 2023
Ancestral Instrument Method for Causal Inference without Complete Knowledge
IJCAI 2022