Johannes Brandstetter
23 papers · 2019–2025 · 4 conferences · across top CS/AI conferences
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Top co-authors
Keywords
transformer architecture
(3)
partial differential equation
(3)
neural network
(2)
lie point symmetry
(2)
reward redistribution
(2)
fluid dynamics
(2)
neural pde solver
(2)
delayed reward
(2)
attention mechanism
(1)
demonstration learning
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self-supervised learning
(1)
state space model
(1)
dynamical system
(1)
hopfield network
(1)
temporal difference learning
(1)
multiple instance learning
(1)
inductive bia
(1)
markov decision process
(1)
imitation learning
(1)
physics-informed neural network
(1)
Papers
Geometry-Informed Neural Networks
ICML 2025
Vision-LSTM: xLSTM as Generic Vision Backbone
ICLR 2025
Bio-xLSTM: Generative modeling, representation and in-context learning of biological and chemical sequences
ICLR 2025
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained Masked Image Modeling Representations
ICLR 2025
A Large Recurrent Action Model: xLSTM enables Fast Inference for Robotics Tasks
ICML 2025
Neural SPH: Improved Neural Modeling of Lagrangian Fluid Dynamics
ICML 2024
Universal Physics Transformers: A Framework For Efficiently Scaling Neural Operators
NIPS 2024
xLSTM: Extended Long Short-Term Memory
NIPS 2024
Clifford-Steerable Convolutional Neural Networks
ICML 2024
Clifford Neural Layers for PDE Modeling
ICLR 2023
Lie Point Symmetry and Physics-Informed Networks
NIPS 2023
Clifford Group Equivariant Neural Networks
NIPS 2023
PDE-Refiner: Achieving Accurate Long Rollouts with Neural PDE Solvers
NIPS 2023
Boundary Graph Neural Networks for 3D Simulations
AAAI 2023
ClimaX: A foundation model for weather and climate
ICML 2023
Geometric Clifford Algebra Networks
ICML 2023
Message Passing Neural PDE Solvers
ICLR 2022
Align-RUDDER: Learning From Few Demonstrations by Reward Redistribution
ICML 2022
Geometric and Physical Quantities improve E(3) Equivariant Message Passing
ICLR 2022
Lie Point Symmetry Data Augmentation for Neural PDE Solvers
ICML 2022
Hopfield Networks is All You Need
ICLR 2021
Modern Hopfield Networks and Attention for Immune Repertoire Classification
NIPS 2020
RUDDER: Return Decomposition for Delayed Rewards
NIPS 2019