Frederick Eberhardt
9 papers · 2010–2025 · 6 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (11) π Interdisciplinary Bridge π Conference Polyglot (6) π Academic Marathon (15) π§ Keyword Pioneer
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Hot Topic Early Bird
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Trend Setter
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Conference Pioneer
Conferences
AISTATS (2)
JMLR (2)
UAI (2)
CLEAR (1)
IJCAI (1)
PGM (1)
Top co-authors
Keywords
causal discovery
(6)
causal structure
(3)
linear model
(2)
latent variable
(2)
causal inference
(2)
structural equation model
(1)
feedback loop
(1)
linear causal model
(1)
controlled experiment
(1)
linear cyclic model
(1)
causal relation
(1)
cyclic model
(1)
experiment selection
(1)
causal identifiability
(1)
constraint-based learning
(1)
faithfulness assumption
(1)
causal abstraction
(1)
probabilistic causal model
(1)
approximate abstraction
(1)
multi-level system
(1)
Papers
Controlling for discrete unmeasured confounding in nonlinear causal models
CLEAR 2025
Lower Bounds on the Size of Markov Equivalence Classes
UAI 2025
ASP-based Discovery of Semi-Markovian Causal Models under Weaker Assumptions
IJCAI 2019
Approximate Causal Abstractions
UAI 2019
Multi-Level Cause-Effect Systems
AISTATS 2016
Causal Discovery from Subsampled Time Series Data by Constraint Optimization
PGM 2016
Experiment Selection for Causal Discovery
JMLR 2013
Learning Linear Cyclic Causal Models with Latent Variables
JMLR 2012
Combining Experiments to Discover Linear Cyclic Models with Latent Variables
AISTATS 2010