Xiaoting Shao
3 papers · 2019–2021 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(12)
🐣
Hot Topic Early Bird
🚀
Conference Pioneer
Top co-authors
Research topics
Deep Learning
(3)
Machine Learning
(3)
Artificial Intelligence
(2)
Architectures
(2)
Bayesian & Probabilistic · Machine Learning
(2)
Core Methods
(2)
Models
(2)
Computer Vision
(1)
Analysis
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Core AI
(1)
Learning Types
(1)
Optimization & Theory · Machine Learning
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
sum-product network
(2)
anomaly detection
(1)
uncertainty quantification
(1)
feature attribution
(1)
deep learning
(1)
exact inference
(1)
tractable inference
(1)
generative model
(1)
probabilistic graphical model
(1)
autoregressive model
(1)
influence function
(1)
model explanation
(1)
black-box model
(1)
conditional density estimation
(1)
discriminative model
(1)
multivariate distribution
(1)
conditional sum-product network
(1)
differentiable model
(1)
probabilistic deep learning
(1)
deep probabilistic model
(1)
Papers
Right for Better Reasons: Training Differentiable Models by Constraining their Influence Functions
AAAI 2021
Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures
PGM 2020
Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning
UAI 2019