Alex Ihler
12 papers · 2012–2022 · 4 conferences · across top CS/AI conferences
Achievements
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π Renaissance Researcher (6) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (14) π§ Keyword Pioneer π Conference Polyglot (4)
π
Renaissance Researcher
(6)
π
Conference Polyglot
(4)
π
Academic Marathon
(10)
π±
Topic Pioneer
π
Keyword Champion
(2)
ποΈ
Keyword Collector
(55)
π
Century Club
(12)
π₯
Unstoppable
(7)
π
Trend Setter
β
The Questioner
Conferences
NIPS (9)
AISTATS (1)
ICML (1)
UAI (1)
Top co-authors
Keywords
graphical model
(6)
belief propagation
(4)
variational inference
(4)
partition function
(3)
crowdsourcing
(2)
structured prediction
(2)
importance sampling
(2)
kl divergence
(2)
maximum likelihood estimation
(2)
convex optimization
(2)
contrastive divergence
(2)
restricted boltzmann machine
(2)
probabilistic inference
(2)
maximum likelihood
(1)
markov decision process
(1)
marginal map
(1)
matrix factorization
(1)
value iteration
(1)
distributed learning
(1)
message passing
(1)
Papers
NeuroBE: Escalating neural network approximations of Bucket Elimination
UAI 2022
Lifted Weighted Mini-Bucket
NIPS 2018
Dynamic Importance Sampling for Anytime Bounds of the Partition Function
NIPS 2017
Belief Propagation in Conditional RBMs for Structured Prediction
AISTATS 2017
Learning Infinite RBMs with Frank-Wolfe
NIPS 2016
Probabilistic Variational Bounds for Graphical Models
NIPS 2015
Decomposition Bounds for Marginal MAP
NIPS 2015
Distributed Estimation, Information Loss and Exponential Families
NIPS 2014
Marginal Structured SVM with Hidden Variables
ICML 2014
Scoring Workers in Crowdsourcing: How Many Control Questions are Enough?
NIPS 2013
Variational Planning for Graph-based MDPs
NIPS 2013
Variational Inference for Crowdsourcing
NIPS 2012