Nathaniel Trask
4 papers · 2021–2025 · 2 conferences · across top CS/AI conferences
Achievements
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π
Conference Polyglot
(2)
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Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(11)
π§
Keyword Pioneer
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Cross-Pollinator
(14)
Conferences
NIPS (3)
ICLR (1)
Top co-authors
Keywords
graph neural network
(2)
dynamical system
(2)
graph signal processing
(1)
time-series forecasting
(1)
graph convolution
(1)
hamiltonian dynamics
(1)
energy conservation
(1)
graph filter
(1)
structure preservation
(1)
reversible network
(1)
oversmoothing problem
(1)
hamiltonian mechanics
(1)
dissipative system
(1)
irreversible dynamics
(1)
transformer architecture
(1)
bracket-based dynamics
(1)
self-attention mechanism
(1)
Papers
Efficiently Parameterized Neural Metriplectic Systems
ICLR 2025
Graph Convolutions Enrich the Self-Attention in Transformers!
NIPS 2024
Reversible and irreversible bracket-based dynamics for deep graph neural networks
NIPS 2023
Machine learning structure preserving brackets for forecasting irreversible processes
NIPS 2021