Hyperparameter Optimization

Hyperparameter Optimization is the problem of choosing a set of optimal hyperparameters for a learning algorithm. Whether the algorithm is suitable for the data directly depends on hyperparameters, which directly influence overfitting or underfitting. Each model requires different assumptions, weights or training speeds for different types of data under the conditions of a given loss function.

Source: Data-driven model for fracturing design optimization: focus on building digital database and production forecast

Papers

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Showing 151–175 of 813 papers

Title	Date	Tasks	Status	Score
Automating Data Science Pipelines with Tensor Completion	Oct 8, 2024	Hyperparameter OptimizationNeural Architecture Search	CodeCode Available	5
Minimizing False-Positive Attributions in Explanations of Non-Linear Models	May 16, 2025	Hyperparameter Optimization	CodeCode Available	5
IMAGINATOR: Pre-Trained Image+Text Joint Embeddings using Word-Level Grounding of Images	May 12, 2023	Hyperparameter OptimizationImage Captioning	CodeCode Available	5
Improving Hyperparameter Learning under Approximate Inference in Gaussian Process Models	Jun 7, 2023	Hyperparameter OptimizationVariational Inference	CodeCode Available	5
An Empirical Study on the Usage of Automated Machine Learning Tools	Aug 28, 2022	AutoMLFeature Engineering	CodeCode Available	5
Automating biomedical data science through tree-based pipeline optimization	Jan 28, 2016	BIG-bench Machine LearningGeneral Classification	CodeCode Available	5
Hyperparameters in Score-Based Membership Inference Attacks	Feb 10, 2025	Hyperparameter OptimizationTransfer Learning	CodeCode Available	5
Hyperparameters in Contextual RL are Highly Situational	Dec 21, 2022	Hyperparameter Optimizationreinforcement-learning	CodeCode Available	5
Hyperparameters in Reinforcement Learning and How To Tune Them	Jun 2, 2023	AutoMLDeep Reinforcement Learning	CodeCode Available	5
Hyperparameter Transfer Across Developer Adjustments	Oct 25, 2020	Hyperparameter Optimization	CodeCode Available	5
Automatic Gradient Boosting	Jul 10, 2018	AutoMLBIG-bench Machine Learning	CodeCode Available	5
Automated Image Captioning with CNNs and Transformers	Dec 13, 2024	DescriptiveHyperparameter Optimization	CodeCode Available	5
A Collection of Quality Diversity Optimization Problems Derived from Hyperparameter Optimization of Machine Learning Models	Apr 28, 2022	BenchmarkingDiversity	CodeCode Available	5
Hyperparameter optimization with approximate gradient	Feb 7, 2016	Hyperparameter Optimizationregression	CodeCode Available	5
Hyperparameter Tuning MLPs for Probabilistic Time Series Forecasting	Mar 7, 2024	Hyperparameter OptimizationProbabilistic Time Series Forecasting	CodeCode Available	5
An Automated Text Categorization Framework based on Hyperparameter Optimization	Apr 6, 2017	Authorship AttributionGeneral Classification	CodeCode Available	5
Hyperparameter Optimization: A Spectral Approach	Jun 2, 2017	Bayesian Optimizationcompressed sensing	CodeCode Available	5
Hyperparameter Optimization as a Service on INFN Cloud	Jan 13, 2023	Hyperparameter OptimizationMeta-Learning	CodeCode Available	5
Hyperparameter Optimization for Multi-Objective Reinforcement Learning	Oct 25, 2023	Hyperparameter OptimizationMulti-Objective Reinforcement Learning	CodeCode Available	5
Hyperparameter Optimization in Black-box Image Processing using Differentiable Proxies	Apr 1, 2019	Hyperparameter OptimizationImage Denoising	CodeCode Available	5
LMEMs for post-hoc analysis of HPO Benchmarking	Aug 5, 2024	BenchmarkingHyperparameter Optimization	CodeCode Available	5
Automated Benchmark-Driven Design and Explanation of Hyperparameter Optimizers	Nov 29, 2021	Bayesian OptimizationHyperparameter Optimization	CodeCode Available	5
AutoM3L: An Automated Multimodal Machine Learning Framework with Large Language Models	Aug 1, 2024	AutoMLCode Generation	CodeCode Available	5
Hyperparameter-free and Explainable Whole Graph Embedding	Aug 4, 2021	Graph ClassificationGraph Embedding	CodeCode Available	5
Hyperparameter Importance Analysis for Multi-Objective AutoML	May 13, 2024	AutoMLHyperparameter Optimization	CodeCode Available	5

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