Johann Brehmer
7 papers · 2020–2025 · 3 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (3) π Academic Marathon (5) π Cross-Pollinator (5)
π
Renaissance Researcher
(6)
πΊοΈ
Taxonomy Completionist
(18)
π
Keyword Champion
(2)
Conferences
NIPS (5)
AISTATS (1)
ICLR (1)
Top co-authors
Keywords
geometric algebra
(3)
geometric deep learning
(2)
3d vision
(2)
normalizing flow
(2)
equivariant transformer
(2)
transformer architecture
(2)
equivariant neural network
(2)
diffusion model
(1)
particle physics
(1)
variational autoencoder
(1)
out-of-distribution detection
(1)
embodied agent
(1)
causal representation learning
(1)
geometric datum
(1)
projective geometry
(1)
conformal geometry
(1)
3d datum
(1)
clifford algebra
(1)
e(3) symmetry
(1)
spatial symmetry
(1)
Papers
Differentiable and Learnable Wireless Simulation with Geometric Transformers
ICLR 2025
Euclidean, Projective, Conformal: Choosing a Geometric Algebra for Equivariant Transformers
AISTATS 2024
Lorentz-Equivariant Geometric Algebra Transformers for High-Energy Physics
NIPS 2024
EDGI: Equivariant Diffusion for Planning with Embodied Agents
NIPS 2023
Geometric Algebra Transformer
NIPS 2023
Weakly supervised causal representation learning
NIPS 2022
Flows for simultaneous manifold learning and density estimation
NIPS 2020