Valentyn Melnychuk
13 papers
· 2022–2025
· 4 conferences
· across top CS/AI conferences
Achievements
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Cross-Pollinator
(15)
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Conference Polyglot
(4)
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Renaissance Researcher
(7)
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Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(15)
π§
Keyword Pioneer
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Triple Crown
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Grand Slam
π€
Dynamic Duo
(13)
β‘
Prolific Year
(5)
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Century Club
(13)
Conferences
NIPS (5)
ICLR (4)
ICML (3)
AAAI (1)
Top co-authors
Keywords
causal inference
(6)
potential outcome
(2)
sensitivity analysis
(2)
normalizing flow
(2)
partial identification
(2)
treatment effect
(2)
time-varying confounder
(2)
diffusion model
(1)
dosage optimization
(1)
propensity score
(1)
personalized medicine
(1)
causal sensitivity analysis
(1)
selection bia
(1)
sharp bound
(1)
causal model
(1)
aleatoric uncertainty
(1)
unobserved confounding
(1)
counterfactual inference
(1)
heterogeneous treatment effect
(1)
average treatment effect
(1)