General Grid Search Framework

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6 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. Calibrating Prediction Timeliness Through Multi-Objective Hyperparameter Optimization for Remaining Useful Life Prediction

    Oct 1, 2026Tugrul Cabir Hakyemez, Ener Uras GokhanUseful Life PredictionGeneral Grid Search Framework

    Department of Management Information Systems Istanbul Bilgi University Istanbul, Turkey · Beştepe Koleji Ankara, Turkey

  2. AutoHGNN: Robust and Efficient Neural Architecture Search for Hypergraph Neural Networks

    Sep 27, 2026Sirui Li, Pietro Liò b, Xinsheng Li +2HypergraphsNeural Architecture Search

    Faculty of Electrical Engineering and Computer Science, Ningbo University, Ningbo, 315211, Zhejiang, China · Department of Computer Science and Technology, University of Cambridge, Cambridge, CB2 1TN, Cambridgeshire, United Kingdom

  3. Anomaly-Free Self-Optimization via AUC Bounds

    Sep 23, 2026Kevin Wilkinghoff, Zheng-Hua TanAnomaly ScoreGraph Anomaly Detection

    Department of Electronic Systems, Aalborg University, Denmark · Pioneer Centre for AI, Denmark

  4. Evolution or Illusion? Rethinking Evaluation in LLM Evolutionary Search

    Sep 17, 2026Tal Oved, Roi Pony, Oshri Naparstek +1Evolutionary SearchGeneral Grid Search Framework

    IBM Research

  5. Agentic Search Spaces for Tabular Machine Learning

    Sep 14, 2026Renat Sergazinov, Artem Chistyakov, Sergey Pankevich +1Tabular LearningGeneral Grid Search Framework

    † Yandex ‡ HSE University

  6. The Art of Hierarchical Competing Patterns: Gaussian Process Optimization of Hyphenation

    Sep 7, 2026Ondřej Sojka, Petr SojkaGeneral Grid Search FrameworkPrompt Optimization

    Faculty of Informatics, Masaryk University · Faculty of Informatics, Masaryk University, Brno, Czech Republic

  7. Bandits in Prod: Hyperparameter Optimization at Inference Time

    Sep 1, 2026Louis Abraham, Tuan-Anh Nguyen, Nicolas DevatineGeneral Grid Search FrameworkAgentic Optimization

    Tiime Paris, France

  8. HPSO: Particle Swarm Optimization with Hypergraph-Based Topology

    Aug 5, 2026Wenbin Pei, Xi Luo, Bing Xue +2Particle Swarm OptimizationGeneral Grid Search Framework

    School of Computer Science and Technology, Dalian University of Technology, Dalian, 116024, China · Key Laboratory of Social Computing and Cognitive Intelligence (Dalian University of Technology), Ministry of Education, China · Centre for Data Science and Artificial Intelligence & School of Engineering and Computer Science, Victoria University of Wellington, Wellington, 6140, New Zealand +1

  9. AgentHPOBench: A Benchmark For Evaluating LLM Agents as Sequential Hyperparameter Optimizers

    Jul 31, 2026Tianyu Huai, Tingshuo Fan, Xinchi Chen +5Agentic BenchmarksAgentic Optimization

    Shanghai Innovation Institute · East China Normal University · OpenMOSS +1

  10. Search Strategies for Optimal Classification and Regression Trees

    Jul 30, 2026Jacobus G. M. van der Linden, Mim van den Bos, Emir DemirovićDecision TreesGeneral Grid Search Framework

    Delft University of Technology

  11. Using Data-Derived Priors to Guide CNN Architecture Design for NIR Chemometrics

    Jul 28, 2026Dário PassosConvolutional Neural NetworksGeneral Grid Search Framework

    DeepLight Laboratory, Departamento de Física da Faculdade de Ciências e Tecnologia da Universidade do Algarve, 8005-139 Faro, Portugal

  12. LLM-Driven Evolutionary Generation of Multi-Objective Bayesian Optimization Algorithms

    Jul 6, 2026Georgios Laskaris, Reuben Brasher, Niki van Stein +3Multi-Objective Bayesian Optimization AlgorithmsGeneral Grid Search Framework

    Terra Quantum AG, Kornhausstrasse 25, 9000 St. Gallen, Switzerland · LIACS, Leiden University, Leiden, Netherlands

  13. MMAO-Cls: Metabolic Multi-Agent Optimization for Joint Feature Selection and Classifier Tuning

    Jul 1, 2026Jinliang Xu, Liping MaFeature SelectionGeneral Grid Search Framework

    independent researcher in Beijing, China · Department of Disease Control and Prevention, The Seventh Medical Center of Chinese PLA General Hospital, Beijing, China

  14. Scaling Laws for Grid-Based Approximate Nearest Neighbor Search in High Dimensions

    Jul 1, 2026Matthew J Liu, Wei Hang Zheng, Vidhan Purohit +4Approximate Nearest-Neighbor SearchBehavioral Embeddings

    University of California, Berkeley · University of Toronto, St. George · Independent Researcher +1

  15. ASAP: Agent-System Co-Design for Wall-Clock-Centered Auto HPO Research for ML Experiments

    Jun 23, 2026Taicheng Guo, Haomin Zhuang, Kehan Guo +4General Grid Search FrameworkAgentic Optimization

    University of Notre Dame United States

  16. Solve for the Hyperparameter, Skip the Search: Kolmogorov-Optimal Scaling Laws for Spline Regression

    Jun 22, 2026Yong Yi Bay, Kathleen A. YearickKernel Ridge RegressionGeneral Grid Search Framework

    PhD, University of Illinois at Urbana-Champaign

  17. Evolutionary Two-Stage Hyperparameter Optimization Strategies for Physics-Informed Neural Networks

    Jun 18, 2026Fedor Buzaev, Dmitry Efremenko, Egor Bugaev +4Parametric Physics-Informed Neural NetworkGeneral Grid Search Framework

    HSE University · 1HSE University · AXXX +1

  18. Model Merging to Evolution: Parameter Space Exploration for Expert Models

    Jun 17, 2026Chao Wang, Yuchen Guo, Zheng Tan +4Continual Model MergingMulti--Task Learning

    School of Artificial Intelligence, Xidian University, Xi’an, China · School of Computer Science, University of Birmingham, Birmingham, UK · Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China +3

  19. Importance-Aware Scheduling for High-Dimensional Hyperparameter Optimization

    Jun 8, 2026Ruinan Wang, Ian Nabney, Mohammad GolbabaeeGeneral Grid Search FrameworkHigh-Dimensional

    University of Bristol, Bristol, United Kingdom

  20. LLM-Guided ANN Index Optimization for Human-Object Interaction Retrieval

    Jun 3, 2026Shahrzad Esmat, Chaunte W. Lacewell, Sameh Gobriel +2RetrieversGeneral Grid Search Framework

    Iowa State University · Intel Corporation

  21. BBOmix: A Tabular Benchmark for Hyperparameter Optimization of Unsupervised Biological Representation Learning

    Jun 3, 2026Luca Thale-Bombien, Jan Ewald, Ralf König +1General Grid Search FrameworkMulti-Omic Integration

    Center for Scalable Data Analytics and Artificial Intelligence (ScaDS.AI) Dresden/Leipzig, Leipzig University · ELLIS Institute Tübingen

  22. Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization

    Jun 3, 2026Leona Hennig, Jasmin Brandt, Lukas Fehring +3General Grid Search FrameworkOptimal Sample Complexity

    Institute of Artificial Intelligence Leibniz University Hanover, Germany · University of Bielefeld Bielefeld, Germany · Institute of Artificial Intelligence, Leibniz University Hanover & L3S Research Center Hanover, Germany

  23. Optuna Constrained Tree-Structured Parzen Estimator Is a Joint Density Generalization of c-TPE

    Jun 3, 2026Shuhei Watanabe, Kaichi IrieGeneral Grid Search FrameworkConstrained Optimization

    Independent Researcher · Kyoto University

  24. Hyperparameter Learning for Latent Factorization of Tensors for Representation Learning to Large-scale Dynamic Weighted Directed Network

    Jun 3, 2026Yaqian Zhan, Jialan He, Tianzhu ChenGeneral Grid Search FrameworkTensor Decomposition

    College of Computer and Information Science Southwest University Chongqing, China

  25. ADAPTOOD: Uncertainty-Aware Fine-Tuning for Out-of-Distribution ECG Time Series Models

    Jun 2, 2026Sotirios Vavaroutas, Yu Yvonne Wu, Ali Etemad +1Out-Of-DistributionElectrocardiogram Foundation Models

    University of Cambridge, UK · Dartmouth College, USA · Queen’s University, Canada

  26. How Many Trees in a Random Forest? A Revisited Approach with Plateau Search and Optuna Integration

    Jun 2, 2026Vadim Porvatov, Andrey Dukhovny, Andrey LangeRandom ForestGeneral Grid Search Framework

    Sberbank, Moscow 117997, Russia · Skolkovo Institute of Science and Technology (Skoltech), Moscow 121205, Russia · Federal Research Center ‘‘Computer Science and Control" of Russian Academy of Sciences (FRC CSC RAS), Moscow 119333, Russia

  27. Efficient Hyperparameter Optimization for LLM Reinforcement Learning

    Jun 2, 2026Minping Chen, Bowen Xiao, Du Liang +2Large Language Model Reinforcement LearningGeneral Grid Search Framework

    1The Hong Kong University of Science and Technology (Guangzhou) · 3China United Network Communications Group · 2The Hong Kong University of Science and Technology

  28. Why Not Hyperparameter-Friendly Optimisation? A Monotonic Adaptive Norm Rescaling Approach For Long-Tailed Recognition

    Jun 1, 2026Shuo Zhang, Chenqi Li, Tingting ZhuBatch NormalizationGeneral Grid Search Framework

    University of Oxford

  29. Selection Hyper-heuristics Can Automatically Adjust the Learning Period to Optimally Solve Pseudo-Boolean Problems

    May 28, 2026Benjamin Doerr, Pietro S. Oliveto, John Alasdair WarwickerGeneral Grid Search FrameworkLarge Neighborhood Search

    Laboratoire d’Informatique (LIX), CNRS, École Polytechnique, Institut Polytechnique de Paris,2026 Palaiseau, 91120, France · Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, 518055, China · School of Computing & Communications, Lancaster University Leipzig, Leipzig, 04109, Germany

  30. Improving Evaluation of Recombination-based Cartesian Genetic Programming

    May 27, 2026Duy Long Tran, Anja Jankovic, Marie Anastacio +2Genetic AlgorithmsSymbolic Regression

    Chair for AI Methodology, RWTH Aachen University Aachen, Germany

  31. A Reproducible Log-Driven AutoML Framework for Interpretable Pipeline Optimization in Healthcare Risk Prediction

    May 19, 2026Rui Huang, Lican HuangReadmission PredictionGeneral Grid Search Framework

    School of Basic Medicine, Hangzhou Normal University, No.2318, Yuhangtang Rd, Yuhang District, Hangzhou, 311121, Zhejiang, China. · Research Department, Hangzhou Domain Zones Technology Co.Ltd.,2026 200 Zhenhua Rd, West District, Hangzhou, 310030, Zhejiang, China.

  32. Trust the Batch, On- or Off-Policy: Adaptive Policy Optimization for RL Post-Training

    May 12, 2026Rasool Fakoor, Murdock Aubry, Nicholas Stranges +1Off-Policy LearningBatch

    Boson AI

  33. CDS4RAG: Cyclic Dual-Sequential Hyperparameter Optimization for RAG

    May 8, 2026Pengzhou Chen, Tao ChenAgentic Retrieval-Augmented Generation SystemsGeneral Grid Search Framework

    School of Computer Science and Engineering, UESTC, Chengdu, China · IDEAS Lab, University of Birmingham, Birmingham, UK

  34. Towards Fully Parameter-Free Stochastic Optimization: Grid Search with Self-Bounding Analysis

    Apr 18, 2026Yuheng Zhao, Yu-Hu Yan, Amit Attia +3Stochastic OptimizationGeneral Grid Search Framework

    National Key Laboratory for Novel Software Technology, Nanjing University, China · School of Artificial Intelligence, Nanjing University, China · Tel Aviv University

  35. DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning

    Mar 18, 2026Alexander D. Goldie, Zilin Wang, Adrian Hayler +17Model DiscoveryMle-Bench Lite

    University of Oxford · University of California, Santa Barbara · University College London +1

  36. Selecting Hyperparameters for Tree-Boosting

    Feb 5, 2026Floris Jan Koster, Fabio SigristGradient Boosted Decision TreeGeneral Grid Search Framework

    Seminar for Statistics, ETH Zurich, Switzerland

  37. Multi-Objective Hyperparameter Search via Damped Gauss--Newton Optimization

    Jan 7, 2024Qinwu Xu, Yifan JiangGeneral Grid Search FrameworkGradient Boosted Decision Tree

  38. Investigating Hyperparameter Optimization and Transferability for ES-HyperNEAT: A TPE Approach

    Date pendingRomain Claret, Michael O'Neill, Paul Cotofrei +1NeuroevolutionGeneral Grid Search Framework

    University of Neuchâtel Neuchâtel, Switzerland · University College Dublin Dublin, Ireland