Andrey Lokhov
6 papers · 2016–2021 · 2 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (15) π Academic Marathon (5) π Renaissance Researcher (5) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (21)
π
Conference Polyglot
(2)
π§
Keyword Pioneer
π£
Hot Topic Early Bird
π
Keyword Champion
(2)
Conferences
NIPS (4)
ICML (2)
Top co-authors
Keywords
interaction screening
(4)
structure learning
(3)
graphical model
(3)
ising model
(2)
dynamic message-passing
(2)
sample complexity
(2)
partial observation
(2)
markov chain
(1)
stochastic process
(1)
parameter learning
(1)
marginal probability
(1)
marginal probabilities
(1)
structure recovery
(1)
energy function
(1)
diffusion network
(1)
conditional likelihood
(1)
discrete variable
(1)
stochastic dynamics
(1)
independent cascade model
(1)
correlated sample
(1)
Papers
Exponential Reduction in Sample Complexity with Learning of Ising Model Dynamics
ICML 2021
Prediction-Centric Learning of Independent Cascade Dynamics from Partial Observations
ICML 2021
Learning of Discrete Graphical Models with Neural Networks
NIPS 2020
Efficient Learning of Discrete Graphical Models
NIPS 2020
Reconstructing Parameters of Spreading Models from Partial Observations
NIPS 2016
Interaction Screening: Efficient and Sample-Optimal Learning of Ising Models
NIPS 2016