Erich Kummerfeld
3 papers · 2013–2024 · 2 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (2) π Academic Marathon (11)
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Cross-Pollinator
(15)
πΊοΈ
Taxonomy Completionist
(14)
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Trend Setter
Conferences
NIPS (2)
JMLR (1)
Top co-authors
Keywords
structure learning
(2)
graphical model
(2)
causal discovery
(1)
real-time tracking
(1)
greedy search
(1)
directed acyclic graph
(1)
observational datum
(1)
dynamic bayesian network
(1)
confounding adjustment
(1)
unmeasured confounding
(1)
dynamic environment
(1)
brain network
(1)
time-varying model
(1)
bias adjustment
(1)
causal inference
(1)
negative control
(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
NIPS 2023
Tracking Time-varying Graphical Structure
NIPS 2013