George Trimponias
4 papers · 2016–2020 · 3 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (15) 🐣 Hot Topic Early Bird 🚀 Conference Pioneer
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Research topics
Machine Learning
(4)
Optimization & Theory
(3)
Artificial Intelligence
(2)
Bayesian & Probabilistic · Machine Learning
(2)
Data Science & Analytics
(1)
Deep Learning
(1)
Mathematics & Optimization
(1)
Reinforcement Learning
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Core AI
(1)
Core Methods
(1)
Learning Types
(1)
Methods · Reinforcement Learning
(1)
Methods · Data Science & Analytics
(1)
Models
(1)
Keywords
structure learning
(1)
probabilistic inference
(1)
expectation maximization
(1)
heuristic search
(1)
gradient descent
(1)
variance reduction
(1)
tractable inference
(1)
posterior probability distribution
(1)
probabilistic model
(1)
mixture model
(1)
probabilistic graphical model
(1)
convergence rate
(1)
sequence model
(1)
sat solver
(1)
exogenous variable
(1)
dynamic bayesian network
(1)
dynamic model
(1)
gaussian mixture
(1)
sum-product network
(1)
local minimum
(1)
Papers
Online Bayesian Moment Matching based SAT Solver Heuristics
ICML 2020
Comparing EM with GD in Mixture Models of Two Components
UAI 2019
Discovering and Removing Exogenous State Variables and Rewards for Reinforcement Learning
ICML 2018
Dynamic Sum Product Networks for Tractable Inference on Sequence Data
PGM 2016