Erich Kummerfeld
3 papers · 2013–2024 · 2 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Half π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (14) π£ Hot Topic Early Bird
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Research topics
Artificial Intelligence
(2)
Knowledge & Reasoning
(2)
Machine Learning
(2)
Optimization & Theory
(2)
Representation
(2)
Data Science & Analytics
(1)
Bayesian & Probabilistic Β· Artificial Intelligence
(1)
Bayesian & Probabilistic Β· Machine Learning
(1)
Core AI
(1)
Core Methods
(1)
Learning Types
(1)
Methods
(1)
Reasoning
(1)
Keywords
graphical model
(2)
structure learning
(2)
causal discovery
(1)
real-time tracking
(1)
greedy search
(1)
directed acyclic graph
(1)
observational data
(1)
dynamic bayesian network
(1)
confounding adjustment
(1)
unmeasured confounding
(1)
dynamic environment
(1)
brain network
(1)
time-varying model
(1)
bias adjustment
(1)
negative control
(1)
causal inference
(1)
locally stationary
(1)
online learning
(1)
Papers
Data-driven Automated Negative Control Estimation (DANCE): Search for, Validation of, and Causal Inference with Negative Controls
JMLR 2024
Fast Scalable and Accurate Discovery of DAGs Using the Best Order Score Search and Grow Shrink Trees
NeurIPS 2023
Tracking Time-varying Graphical Structure
NeurIPS 2013