Wolfgang Lehrach

19 papers A* 4Journal 14Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
AutoHarness: improving LLM agents by automatically synthesizing a code harness.
CoRR
Xinghua Lou, Miguel Lázaro-Gredilla, Antoine Dedieu, Carter Wendelken, Wolfgang Lehrach, Kevin P. Murphy
2026 J jnl
Joint Learning of Hierarchical Neural Options and Abstract World Model.
CoRR
Wasu Top Piriyakulkij, Wolfgang Lehrach, Kevin Ellis, Kevin Murphy
2025 J jnl
Code World Models for General Game Playing.
CoRR
Wolfgang Lehrach, Daniel Hennes, Miguel Lázaro-Gredilla, Xinghua Lou, Carter Wendelken, Zun Li, Antoine Dedieu, Jordi Grau-Moya, Marc Lanctot, Atil Iscen, John Schultz, Marcus Chiam, Ian Gemp, Piotr Zielinski, Satinder Singh, Kevin P. Murphy
2025 J jnl
Diffusion Model Predictive Control.
Trans. Mach. Learn. Res.
Guangyao Zhou, Sivaramakrishnan Swaminathan, Rajkumar Vasudeva Raju, J. Swaroop Guntupalli, Wolfgang Lehrach, Joseph Ortiz, Antoine Dedieu, Miguel Lázaro-Gredilla, Kevin Patrick Murphy
2025 A* conf
Improving Transformer World Models for Data-Efficient RL.
ICML
Antoine Dedieu, Joseph Ortiz, Xinghua Lou, Carter Wendelken, J. Swaroop Guntupalli, Wolfgang Lehrach, Miguel Lázaro-Gredilla, Kevin Patrick Murphy
2025 J jnl
Improving Transformer World Models for Data-Efficient RL.
CoRR
Antoine Dedieu, Joseph Ortiz, Xinghua Lou, Carter Wendelken, Wolfgang Lehrach, J. Swaroop Guntupalli, Miguel Lázaro-Gredilla, Kevin Patrick Murphy
2024 A* conf
DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors.
NeurIPS
Joseph Ortiz, Antoine Dedieu, Wolfgang Lehrach, J. Swaroop Guntupalli, Carter Wendelken, Ahmad Humayun, Sivaramakrishnan Swaminathan, Guangyao Zhou, Miguel Lázaro-Gredilla, Kevin P. Murphy
2024 J jnl
DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors.
CoRR
Joseph Ortiz, Antoine Dedieu, Wolfgang Lehrach, J. Swaroop Guntupalli, Carter Wendelken, Ahmad Humayun, Guangyao Zhou, Sivaramakrishnan Swaminathan, Miguel Lázaro-Gredilla, Kevin Murphy
2024 J jnl
Diffusion Model Predictive Control.
CoRR
Guangyao Zhou, Sivaramakrishnan Swaminathan, Rajkumar Vasudeva Raju, J. Swaroop Guntupalli, Wolfgang Lehrach, Joseph Ortiz, Antoine Dedieu, Miguel Lázaro-Gredilla, Kevin Murphy
2024 A* conf
Learning Cognitive Maps from Transformer Representations for Efficient Planning in Partially Observed Environments.
ICML
Antoine Dedieu, Wolfgang Lehrach, Guangyao Zhou, Dileep George, Miguel Lázaro-Gredilla
2024 J jnl
Learning Cognitive Maps from Transformer Representations for Efficient Planning in Partially Observed Environments.
CoRR
Antoine Dedieu, Wolfgang Lehrach, Guangyao Zhou, Dileep George, Miguel Lázaro-Gredilla
2024 J jnl
PGMax: Factor Graphs for Discrete Probabilistic Graphical Models and Loopy Belief Propagation in JAX.
J. Mach. Learn. Res.
Guangyao Zhou, Antoine Dedieu, Nishanth Kumar, Wolfgang Lehrach, Shrinu Kushagra, Dileep George, Miguel Lázaro-Gredilla
2021 J jnl
Graphical Models with Attention for Context-Specific Independence and an Application to Perceptual Grouping.
CoRR
Guangyao Zhou, Wolfgang Lehrach, Antoine Dedieu, Miguel Lázaro-Gredilla, Dileep George
2021 A* conf
Query Training: Learning a Worse Model to Infer Better Marginals in Undirected Graphical Models with Hidden Variables.
AAAI
Miguel Lázaro-Gredilla, Wolfgang Lehrach, Nishad Gothoskar, Guangyao Zhou, Antoine Dedieu, Dileep George
2020 J jnl
Query Training: Learning and inference for directed and undirected graphical models.
CoRR
Miguel Lázaro-Gredilla, Wolfgang Lehrach, Nishad Gothoskar, Guangyao Zhou, Antoine Dedieu, Dileep George
2019 J jnl
Learning higher-order sequential structure with cloned HMMs.
CoRR
Antoine Dedieu, Nishad Gothoskar, Scott Swingle, Wolfgang Lehrach, Miguel Lázaro-Gredilla, Dileep George
2019 J jnl
Learning undirected models via query training.
CoRR
Miguel Lázaro-Gredilla, Wolfgang Lehrach, Dileep George
2016 — conf
Generative Shape Models: Joint Text Recognition and Segmentation with Very Little Training Data.
NIPS
Xinghua Lou, Ken Kansky, Wolfgang Lehrach, C. C. Laan, Bhaskara Marthi, D. Scott Phoenix, Dileep George
2016 J jnl
Generative Shape Models: Joint Text Recognition and Segmentation with Very Little Training Data.
CoRR
Xinghua Lou, Ken Kansky, Wolfgang Lehrach, C. C. Laan, Bhaskara Marthi, D. Scott Phoenix, Dileep George