Philipp Holl
5 papers · 2020–2024 · 3 conferences · across top CS/AI conferences
Achievements
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🌍
Conference Polyglot
(3)
🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🐣
Hot Topic Early Bird
🐝
Cross-Pollinator
(15)
Conferences
ICLR (2)
NIPS (2)
ICML (1)
Top co-authors
Keywords
parameter estimation
(1)
inverse problem
(1)
partial differential equation
(1)
physics-informed learning
(1)
numerical solver
(1)
physics simulation
(1)
recurrent network
(1)
scale invariance
(1)
differentiable physics
(1)
neural network
(1)
navier-stokes flow
(1)
numerical simulation
(1)
numerical error
(1)
higher-order optimization
(1)
recurrent evaluation
(1)
scale-invariant optimization
(1)
pde solver
(1)
Papers
$\bfΦ_\textrmFlow$: Differentiable Simulations for PyTorch, TensorFlow and Jax
ICML 2024
Scale-invariant Learning by Physics Inversion
NIPS 2022
Half-Inverse Gradients for Physical Deep Learning
ICLR 2022
Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers
NIPS 2020
Learning to Control PDEs with Differentiable Physics
ICLR 2020