Walter Karlen
5 papers · 2018–2020 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(18)
🐣
Hot Topic Early Bird
🚀
Conference Pioneer
Venues
Top co-authors
Research topics
Keywords
attention mechanism
(2)
feature importance
(2)
causal inference
(2)
feature learning
(1)
binary classification
(1)
uncertainty quantification
(1)
deep learning
(1)
granger causality
(1)
time series classification
(1)
multivariate time series
(1)
mixture of expert
(1)
treatment effect estimation
(1)
counterfactual reasoning
(1)
treatment effect
(1)
observational data
(1)
model interpretation
(1)
causal learning
(1)
distant supervision
(1)
individual treatment effect
(1)
parkinson disease
(1)
Papers
Learning Counterfactual Representations for Estimating Individual Dose-Response Curves
AAAI 2020
CXPlain: Causal Explanations for Model Interpretation under Uncertainty
NeurIPS 2019
Granger-Causal Attentive Mixtures of Experts: Learning Important Features with Neural Networks
AAAI 2019
PhoneMD: Learning to Diagnose Parkinson’s Disease from Smartphone Data
AAAI 2019
Not to Cry Wolf: Distantly Supervised Multitask Learning in Critical Care
ICML 2018