On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,932 papers · 148 categories

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2 results for “DeepHyper”

Streamlining Ocean Dynamics Modeling with Fourier Neural Operators: A Multiobjective Hyperparameter and Architecture Optimization Approachcs.LG

Optimizes deep learning models for ocean dynamics using Fourier neural operators.

problem Efficiently training deep learning models for ocean dynamics with optimal hyperparameters.

method Multiobjective hyperparameter optimization with DeepHyper for Fourier neural operators.

result Optimal hyperparameters significantly improved model performance in ocean dynamics forecasting.

ocean dynamics Fourier neural operators hyperparameter optimization deep learning multiobjective optimization

2024-04-07abs ↗pdf ↗

Neuromorphic Architecture Optimization for Task-Specific Dynamic Learningcs.LG

Optimizes neuromorphic learning rules for specific tasks.

problem Understanding and fine-tuning learning rules for specific tasks.

method Integrates learning process into network, uses DeepHyper for optimization.

result Optimal learning rules can be dataset-dependent.

neuromorphic learning meta-learning hyperparameter optimization insect brain DeepHyper

2019-06-04abs ↗pdf ↗