Wolfgang Lehrach
6 papers · 2016–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (4) π Academic Marathon (9) π Cross-Pollinator (13)
π
Renaissance Researcher
(6)
πΊοΈ
Taxonomy Completionist
(14)
π£
Hot Topic Early Bird
Conferences
ICML (2)
NIPS (2)
AAAI (1)
JMLR (1)
Top co-authors
Keywords
probabilistic graphical model
(2)
approximate inference
(2)
bayesian inference
(1)
instance segmentation
(1)
loopy belief propagation
(1)
continuous control
(1)
state representation
(1)
marginal inference
(1)
discrete inference
(1)
generative model
(1)
markov random field
(1)
behavioral cloning
(1)
visual distractor
(1)
factor graph
(1)
hidden variable
(1)
scene text recognition
(1)
undirected graphical model
(1)
visual control
(1)
character segmentation
(1)
representation learning
(1)
Papers
Improving Transformer World Models for Data-Efficient RL
ICML 2025
DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors
NIPS 2024
Learning Cognitive Maps from Transformer Representations for Efficient Planning in Partially Observed Environments
ICML 2024
PGMax: Factor Graphs for Discrete Probabilistic Graphical Models and Loopy Belief Propagation in JAX
JMLR 2024
Query Training: Learning a Worse Model to Infer Better Marginals in Undirected Graphical Models with Hidden Variables
AAAI 2021
Generative Shape Models: Joint Text Recognition and Segmentation with Very Little Training Data
NIPS 2016