Hilbert J. Kappen
8 papers · 2007–2020 · 2 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (21) 🐣 Hot Topic Early Bird
🧬
Topic Evolution
🌈
Renaissance Researcher
(5)
📈
Trend Setter
Venues
Top co-authors
Research topics
Artificial Intelligence
(6)
Machine Learning
(6)
Optimization & Theory
(5)
Bayesian & Probabilistic
(4)
Reinforcement Learning
(3)
Methods
(3)
Core AI
(2)
Learning Types
(2)
Deep Learning
(1)
Healthcare & Medicine
(1)
Interdisciplinary
(1)
Mathematics & Optimization
(1)
Architectures
(1)
Clinical
(1)
Cognitive Science
(1)
Keywords
belief propagation
(4)
partition function
(2)
factor graph
(2)
probabilistic inference
(2)
approximate inference
(2)
graphical model
(2)
markov decision process
(2)
synaptic plasticity
(1)
policy optimization
(1)
temporal difference learning
(1)
stochastic control
(1)
policy iteration
(1)
pac bound
(1)
value function approximation
(1)
message passing
(1)
action-value function
(1)
neural network dynamics
(1)
critical state
(1)
self-organization
(1)
q-learning
(1)
Papers
Adaptive Smoothing for Path Integral Control
JMLR 2020
Dynamic Policy Programming
JMLR 2012
Speedy Q-Learning
NeurIPS 2011
Approximate Inference on Planar Graphs using Loop Calculus and Belief Propagation
JMLR 2010
Bounds on marginal probability distributions
NeurIPS 2008
Self-organization using synaptic plasticity
NeurIPS 2008
Loop Corrections for Approximate Inference on Factor Graphs
JMLR 2007
Truncating the Loop Series Expansion for Belief Propagation
JMLR 2007