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.

168,786 papers · 148 categories

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2 results for “TaskSet”

Using a thousand optimization tasks to learn hyperparameter search strategiescs.LG

TaskSet dataset speeds up hyperparameter optimization.

problem Optimizing hyperparameters for various machine learning tasks.

method Meta-learning an ordered list of hyperparameters from a large dataset.

result Meta-learning achieves large speedups in sample efficiency.

hyperparameter optimization meta-learning optimization tasks TaskSet image classification

2020-02-27abs ↗pdf ↗

Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted Networkscs.LG

LC-PFN predicts learning curve performance more accurately and faster than MCMC.

problem Bayesian extrapolation of learning curves is computationally expensive and overly restrictive.

method Prior-Data Fitted Neural Networks (PFNs) for approximate Bayesian inference.

result LC-PFN outperforms MCMC in accuracy and is significantly faster.

learning curve extrapolation Bayesian inference PFNs neural networks model selection

2023-10-31abs ↗pdf ↗