David Sontag
71 papers
· 2007–2025
· 10 conferences
· across top CS/AI conferences
Achievements
π§
Keyword Pioneer
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Cross-Pollinator
(12)
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Academic Marathon
(18)
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Conference Polyglot
(10)
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Renaissance Researcher
(7)
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Interdisciplinary Bridge
π£
Hot Topic Early Bird
πΊοΈ
Taxonomy Completionist
(29)
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Keyword Trendsetter Combo
(8)
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Keyword Champion
π¬
Deep Specialist
(12)
π€
Dynamic Duo
(12)
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Century Club
(71)
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Conference Pioneer
β‘
Prolific Year
(5)
π₯
Unstoppable
(11)
β
The Questioner
(3)
ποΈ
Keyword Collector
(84)
π
Trend Setter
Conferences
ICML (18)
AISTATS (16)
NIPS (16)
MLHC (9)
AAAI (3)
EMNLP (3)
ACL (2)
JMLR (2)
CLEAR (1)
IJCNLP (1)
Top co-authors
Keywords
causal inference
(10)
representation learning
(8)
map inference
(8)
domain adaptation
(6)
graphical model
(6)
structured prediction
(5)
lp relaxation
(5)
few-shot learning
(4)
observational study
(4)
variational inference
(4)
large language model
(4)
combinatorial optimization
(4)
linear programming relaxation
(4)
randomized controlled trial
(3)
latent variable model
(3)
electronic health record
(3)
linear programming
(3)
zero-shot learning
(3)
approximate inference
(3)
markov random field
(3)
Papers
Conformalized Unconditional Quantile Regression
AISTATS 2023
Characterization of Overlap in Observational Studies
AISTATS 2020
Block Stability for MAP Inference
AISTATS 2019
Overcomplete Independent Component Analysis via SDP
AISTATS 2019
Why Is My Classifier Discriminatory?
NIPS 2018
Semi-Amortized Variational Autoencoders
ICML 2018