Andrey Lokhov
6 papers · 2016–2021 · 2 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
Jump to papers ↓+1 more ↓ Show less ↑
🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (19) 🐣 Hot Topic Early Bird
🏆
Keyword Champion
(2)
Venues
Top co-authors
Research topics
Machine Learning
(6)
Mathematics & Optimization
(5)
Core Methods
(5)
Optimization & Theory
(5)
Learning Types · Machine Learning
(3)
Bayesian & Probabilistic · Machine Learning
(2)
Mathematics
(2)
Probability
(2)
Artificial Intelligence
(1)
Data Science & Analytics
(1)
Deep Learning
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Learning Types · Deep Learning
(1)
Methods
(1)
Optimization
(1)
Keywords
interaction screening
(4)
structure learning
(3)
graphical model
(3)
ising model
(2)
partial observation
(2)
sample complexity
(2)
dynamic message passing
(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
Efficient Learning of Discrete Graphical Models
NeurIPS 2020
Learning of Discrete Graphical Models with Neural Networks
NeurIPS 2020
Interaction Screening: Efficient and Sample-Optimal Learning of Ising Models
NeurIPS 2016
Reconstructing Parameters of Spreading Models from Partial Observations
NeurIPS 2016