Methods › General › AutoML › HPO
Hyper-parameter optimization
HPO
Introduced by James S. Bergstra et al. in Algorithms for Hyper-Parameter Optimization
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
In machine learning, a hyperparameter is a parameter whose value is used to control learning process, and HPO is the problem of choosing a set of optimal hyperparameters for a learning algorithm.
Papers archive 2025-07-28
30 shown of 154, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Evaluating Rare Disease Diagnostic Performance in Symptom Checkers: A Synthetic Vignette Simulation Approach 24 Jun 2025 · 0 repositories · arXiv:2506.19750
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Overtuning in Hyperparameter Optimization 24 Jun 2025 · 1 repository · arXiv:2506.19540
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OptiMindTune: A Multi-Agent Framework for Intelligent Hyperparameter Optimization 25 May 2025 · 1 repository · arXiv:2505.19205
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MA-COIR: Leveraging Semantic Search Index and Generative Models for Ontology-Driven Biomedical Concept Recognition 19 May 2025 · 1 repository · arXiv:2505.12964
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POCAII: Parameter Optimization with Conscious Allocation using Iterative Intelligence 16 May 2025 · 0 repositories · arXiv:2505.11745
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Generating Reliable Synthetic Clinical Trial Data: The Role of Hyperparameter Optimization and Domain Constraints 8 May 2025 · 0 repositories · arXiv:2505.05019
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An Analysis of Hyper-Parameter Optimization Methods for Retrieval Augmented Generation 6 May 2025 · 0 repositories · arXiv:2505.03452
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A General Approach of Automated Environment Design for Learning the Optimal Power Flow 1 May 2025 · 0 repositories · arXiv:2505.07832
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Frozen Layers: Memory-efficient Many-fidelity Hyperparameter Optimization 14 Apr 2025 · 0 repositories · arXiv:2504.10735
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A Balanced Approach of Rapid Genetic Exploration and Surrogate Exploitation for Hyperparameter Optimization 10 Apr 2025 · 0 repositories · arXiv:2504.07359
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EvolvingGrasp: Evolutionary Grasp Generation via Efficient Preference Alignment 18 Mar 2025 · 0 repositories · arXiv:2503.14329
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Integrating Chain-of-Thought and Retrieval Augmented Generation Enhances Rare Disease Diagnosis from Clinical Notes 15 Mar 2025 · 0 repositories · arXiv:2503.12286
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ULTHO: Ultra-Lightweight yet Efficient Hyperparameter Optimization in Deep Reinforcement Learning 8 Mar 2025 · 0 repositories · arXiv:2503.06101
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Monte Carlo Temperature: a robust sampling strategy for LLM's uncertainty quantification methods 25 Feb 2025 · 0 repositories · arXiv:2502.18389
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Application-oriented automatic hyperparameter optimization for spiking neural network prototyping 13 Feb 2025 · 0 repositories · arXiv:2502.12172
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Hyperparameters in Score-Based Membership Inference Attacks 10 Feb 2025 · 1 repository · arXiv:2502.06374
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Survey and Improvement Strategies for Gene Prioritization with Large Language Models 30 Jan 2025 · 0 repositories · arXiv:2501.18794
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KU AIGEN ICL EDI@BC8 Track 3: Advancing Phenotype Named Entity Recognition and Normalization for Dysmorphology Physical Examination Reports 16 Jan 2025 · 0 repositories · arXiv:2501.09744
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A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models 2 Jan 2025 · 1 repository · arXiv:2501.01394
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HyperQ-Opt: Q-learning for Hyperparameter Optimization 23 Dec 2024 · 0 repositories · arXiv:2412.17765
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Resource-Adaptive Successive Doubling for Hyperparameter Optimization with Large Datasets on High-Performance Computing Systems 3 Dec 2024 · 1 repository · arXiv:2412.02729
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Interpretable label-free self-guided subspace clustering 26 Nov 2024 · 0 repositories · arXiv:2411.17291
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Hyper-parameter Optimization for Federated Learning with Step-wise Adaptive Mechanism 19 Nov 2024 · 0 repositories · arXiv:2411.12244
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Synergizing Hyper-accelerated Power Optimization and Wavelength-Dependent QoT-Aware Cross-Layer Design in Next-Generation Multi-Band EONs 5 Nov 2024 · 0 repositories · arXiv:2411.02911
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Sequential Large Language Model-Based Hyper-parameter Optimization 27 Oct 2024 · 1 repository · arXiv:2410.20302
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Testing the Efficacy of Hyperparameter Optimization Algorithms in Short-Term Load Forecasting 19 Oct 2024 · 0 repositories · arXiv:2410.15047
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In-the-loop Hyper-Parameter Optimization for LLM-Based Automated Design of Heuristics 7 Oct 2024 · 0 repositories · arXiv:2410.16309
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ARLBench: Flexible and Efficient Benchmarking for Hyperparameter Optimization in Reinforcement Learning 27 Sep 2024 · 1 repository · arXiv:2409.18827
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Mapping Biomedical Ontology Terms to IDs: Effect of Domain Prevalence on Prediction Accuracy 11 Sep 2024 · 0 repositories · arXiv:2409.13746
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LMEMs for post-hoc analysis of HPO Benchmarking 5 Aug 2024 · 1 repository · arXiv:2408.02533
Tasks archive 2025-07-28
20 shown of 121 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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