Johann Brehmer
- Simulation Intelligence: Towards a New Generation of Scientific Methods
2021/12/06 by Alexander Lavin, David C. Krakauer, David Krakauer +49 · 2 voices · 7 citations
Decision Sciences · #Scientific Computing and Data Management #Simulation Techniques and Applications #cs.AI #cs.CE #cs.LG #cs.MS
- Mining gold from implicit models to improve likelihood-free inference
2018/05/30 by Johann Brehmer, Gilles Louppe, Juan Pavez +2 · 1 voice · 8 citations
Computer Science · Engineering · Mathematics · Physics and Astronomy · #Fault Detection and Control Systems #Machine Learning and Algorithms #Mineral Processing and Grinding #cs.LG #hep-ph #physics.data-an #stat.ML
- Does equivariance matter at scale?
2024/10/30 by Johann Brehmer, Sönke Behrends, Brehmer, Johann +5 · 5 voices · 13 citations
Materials Science · Computer Science · Physics and Astronomy · #Machine Learning in Materials Science #Advanced Graph Neural Networks #Model Reduction and Neural Networks
- Flows for simultaneous manifold learning and density estimation
2020/03/31 by Johann Brehmer, Brehmer, Johann, Kyle Cranmer +1 · 1 voice · 7 citations
#stat.ML #cs.LG
- Lorentz-Equivariant Geometric Algebra Transformers for High-Energy Physics
2024/05/23 by Jonas Spinner, Victor Bresó, Spinner, Jonas +9 · 1 voice · 14 citations
Computer Science · Mathematics · Physics and Astronomy · #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Phenomenology (hep-ph) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics and Probability (physics.data-an) #cs.LG #hep-ph #physics.data-an #stat.ML
- A Lorentz-Equivariant Transformer for All of the LHC
2024/11/01 by Johann Brehmer, Víctor Bresó, Brehmer, Johann +11 · 22 citations
Engineering · #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #High Energy Physics - Phenomenology (hep-ph) #Machine Learning (cs.LG) #Particle Accelerators and Free-Electron Lasers #Particle accelerators and beam dynamics #Superconducting Materials and Applications
- Geometric Algebra Transformer
2023/05/28 by Johann Brehmer, Pim de Haan, Brehmer, Johann +5 · 5 citations
Engineering · Mathematics · Medicine · #Algebraic and Geometric Analysis #FOS: Computer and information sciences #Geophysics and Sensor Technology #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Medical Imaging Techniques and Applications #Robotics (cs.RO)
- Likelihood-free inference with an improved cross-entropy estimator
2018/08/02 by Markus Stoye, Johann Brehmer, Stoye, Markus +7 · 3 citations
Computer Science · Mathematics · #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Markov Chains and Monte Carlo Methods
- Implicit Neural Video Compression
2021/12/21 by Yunfan Zhang, Zhang, Yunfan, Ties van Rozendaal +7 · 3 citations
Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Signal Denoising Methods #Machine Learning (cs.LG)
- The Open DAC 2025 Dataset for Sorbent Discovery in Direct Air Capture
2025/08/05 by Anuroop Sriram, Logan M. Brabson, Sriram, Anuroop +27 · 2 voices · 7 citations
#cond-mat.mtrl-sci #cs.LG #physics.chem-ph
- EDGI: Equivariant Diffusion for Planning with Embodied Agents
2023/03/22 by Johann Brehmer, Brehmer, Johann, Joey Bose +5 · 2 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- Hierarchical clustering in particle physics through reinforcement\n learning
2020/11/16 by Johann Brehmer, Sebastian Macaluso, Brehmer, Johann +5 · 1 citation
Computer Science · Decision Sciences · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computational Physics and Python Applications #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Phenomenology (hep-ph) #Machine Learning (cs.LG) #Particle physics theoretical and experimental studies #Scientific Computing and Data Management