Manuel Brenner
7 papers · 2022–2025 · 3 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (3) 🐝 Cross-Pollinator (14) 🌈 Renaissance Researcher (5)
🗺️
Taxonomy Completionist
(13)
Conferences
ICML (5)
ICLR (1)
NIPS (1)
Top co-authors
Keywords
recurrent neural network
(3)
dynamical system
(3)
piecewise linear
(2)
teacher forcing
(2)
gradient descent
(1)
chaotic dynamics
(1)
gradient clipping
(1)
interpretable model
(1)
dynamical system reconstruction
(1)
symbolic encoding
(1)
chaotic attractor
(1)
piecewise-linear system
(1)
dendritic computation
(1)
piecewise linear system
(1)
time series analysis
(1)
symbolic code
(1)
variational inference
(1)
model interpretability
(1)
time series
(1)
Papers
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data
ICLR 2025
Out-of-Domain Generalization in Dynamical Systems Reconstruction
ICML 2024
Optimal Recurrent Network Topologies for Dynamical Systems Reconstruction
ICML 2024
Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction
NIPS 2024
Integrating Multimodal Data for Joint Generative Modeling of Complex Dynamics
ICML 2024
Generalized Teacher Forcing for Learning Chaotic Dynamics
ICML 2023
Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems
ICML 2022