Optuna: A Next-generation Hyperparameter Optimization Framework

25 July 2019

Papers citing "Optuna: A Next-generation Hyperparameter Optimization Framework"

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Title
Deep Learning-Based Forecasting of Boarding Patient Counts to Address ED Overcrowding Orhun Vural Bunyamin Ozaydin Khalid Y. Aram James Booth Brittany F. Lindsey Abdulaziz Ahmed 11 0 0 20 May 2025
This Time is Different: An Observability Perspective on Time Series Foundation Models Ben Cohen Emaad Khwaja Youssef Doubli Salahidine Lemaachi Chris Lettieri ... Kan Wang Stephan Xie David Asker Ameet Talwalkar Othmane Abou-Amal AI4TS AI4CE 14 0 0 20 May 2025
Unsupervised Port Berth Identification from Automatic Identification System Data Andreas Hadjipieris Neofytos Dimitriou Ognjen Arandjelović 2 0 0 17 May 2025
A Hybrid Strategy for Aggregated Probabilistic Forecasting and Energy Trading in HEFTCom2024 Chuanqing Pu Feilong Fan Nengling Tai Songyuan Liu Jinming Yu 18 0 0 15 May 2025
GreenFactory: Ensembling Zero-Cost Proxies to Estimate Performance of Neural Networks Gabriel Cortes Nuno Lourenço Paolo Romano Penousal Machado UQCV FedML 37 0 0 14 May 2025
Interim Report on Human-Guided Adaptive Hyperparameter Optimization with Multi-Fidelity Sprints Michael Kamfonas 34 0 0 14 May 2025
Multimodal Fusion of Glucose Monitoring and Food Imagery for Caloric Content Prediction Adarsh Kumar 21 0 0 13 May 2025
BAT: Benchmark for Auto-bidding Task Alexandra Khirianova Ekaterina Solodneva Andrey Pudovikov Sergey Osokin Egor Samosvat Yuriy Dorn Alexander Ledovsky Yana Zenkova 26 0 0 13 May 2025
ICE-Pruning: An Iterative Cost-Efficient Pruning Pipeline for Deep Neural Networks Wenhao Hu Paul Henderson José Cano 32 0 0 12 May 2025
Realistic Counterfactual Explanations for Machine Learning-Controlled Mobile Robots using 2D LiDAR Sindre Benjamin Remman A. Lekkas 29 0 0 11 May 2025
Multi-Objective-Guided Discrete Flow Matching for Controllable Biological Sequence Design Tong Chen Yinuo Zhang Sophia Tang Pranam Chatterjee 41 2 0 11 May 2025
Differentiating Emigration from Return Migration of Scholars Using Name-Based Nationality Detection Models Faeze Ghorbanpour Thiago Zordan Malaguth Aliakbar Akbaritabar 34 0 0 09 May 2025
Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning - Empirical analysis based on UK COVID-19 epidemic data Baida Zhang Yakai Chen Huichun Li Zhenghu Zu 34 0 0 07 May 2025
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Wenhao Li Bo Jin Mingyi Hong Changhong Lu Xiangfeng Wang 57 0 0 07 May 2025
Explaining Anomalies with Tensor Networks Hans Hohenfeld Marius Beuerle Elie Mounzer 36 0 0 06 May 2025
Improving Failure Prediction in Aircraft Fastener Assembly Using Synthetic Data in Imbalanced Datasets G. J. G. Lahr Ricardo V. Godoy Thiago H. Segreto Jose O. Savazzi Arash Ajoudani Thiago Boaventura G. Caurin AI4CE 28 0 0 06 May 2025
Multi-modal cascade feature transfer for polymer property prediction Kiichi Obuchi Yuta Yahagi Kiyohiko Toyama Shukichi Tanaka Kota Matsui 49 0 0 06 May 2025
Rethinking Federated Graph Learning: A Data Condensation Perspective Hao Zhang Xunkai Li Bo Li Lianglin Hu FedML DD AI4CE 59 0 0 05 May 2025
Bemba Speech Translation: Exploring a Low-Resource African Language Muhammad Hazim Al Farouq Aman Kassahun Wassie Yasmin Moslem 48 0 0 05 May 2025
ONERA's CRM WBPN database for machine learning activities, related regression challenge and first results Jacques Peter Quentin Bennehard Sébastien Heib Jean-Luc Hantrais-Gervois Frédéric Moëns AI4CE 43 0 0 05 May 2025
Rogue Cell: Adversarial Attack and Defense in Untrusted O-RAN Setup Exploiting the Traffic Steering xApp Eran Aizikovich D. Mimran Edita Grolman Yuval Elovici A. Shabtai 38 0 0 03 May 2025
Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Xunkai Li Zhengyu Wu Kaichi Yu Hongchao Qin Guang Zeng Rong-Hua Li Guoren Wang 40 0 0 02 May 2025
A General Approach of Automated Environment Design for Learning the Optimal Power Flow Thomas Wolgast Astrid Nieße AI4CE 26 0 0 01 May 2025
Attention-enabled Explainable AI for Bladder Cancer Recurrence Prediction Saram Abbas Naeem Soomro R. Shafik Rakesh Heer Kabita Adhikari 59 0 0 30 Apr 2025
Towards proactive self-adaptive AI for non-stationary environments with dataset shifts David Fernández Narro Pablo Ferri Juan M. García-Gómez Carlos Sáez OOD 53 0 0 30 Apr 2025
AdSight: Scalable and Accurate Quantification of User Attention in Multi-Slot Sponsored Search Mario Villaizán-Vallelado Matteo Salvatori Kayhan Latifzadeh Antonio Penta Luis A. Leiva Ioannis Arapakis 32 0 0 30 Apr 2025
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification Foteini Papadopoulou Osman Mutlu Neris Özen Bas H. M. van der Velden I. Hendrickx Ali Hürriyetoǧlu ViT 39 0 0 29 Apr 2025
Evaluating Effects of Augmented SELFIES for Molecular Understanding Using QK-LSTM Collin Beaudoin Swaroop Ghosh 51 0 0 29 Apr 2025
Smart Placement, Faster Robots -- A Comparison of Algorithms for Robot Base-Pose Optimization M. Mayer Matthias Althoff 52 1 0 28 Apr 2025
Neurophysiologically Realistic Environment for Comparing Adaptive Deep Brain Stimulation Algorithms in Parkinson Disease Ekaterina Kuzmina Dmitrii Kriukov Mikhail Lebedev Dmitry V. Dylov OOD 34 0 0 26 Apr 2025
Deep Learning vs. Black-Scholes: Option Pricing Performance on Brazilian Petrobras Stocks Joao Felipe Gueiros Hemanth Chandravamsi Steven H. Frankel 28 0 0 25 Apr 2025
CANet: ChronoAdaptive Network for Enhanced Long-Term Time Series Forecasting under Non-Stationarity Mert Sonmezer Seyda Ertekin AI4TS 31 0 0 24 Apr 2025
Real-Time Shape Estimation of Tensegrity Structures Using Strut Inclination Angles Tufail Ahmad Bhat Yuhei Yoshimitsu Kazuki Wada Shuhei Ikemoto 39 0 0 16 Apr 2025
Tabular foundation model to detect empathy from visual cues M. Hasan Shafin Rahman M. Hossain Aneesh Krishna Tom Gedeon VLM 42 0 0 15 Apr 2025
TabKAN: Advancing Tabular Data Analysis using Kolmogorov-Arnold Network Ali Eslamian Alireza Afzal Aghaei Qiang Cheng LMTD 82 0 0 09 Apr 2025
Optuna vs Code Llama: Are LLMs a New Paradigm for Hyperparameter Tuning? Roman Kochnev Arash Torabi Goodarzi Zofia Antonina Bentyn D. Ignatov Radu Timofte 61 2 0 08 Apr 2025
AlgOS: Algorithm Operating System Llewyn Salt Marcus Gallagher VLM 35 0 0 07 Apr 2025
Covariant Gradient Descent Dmitry Guskov Vitaly Vanchurin 28 2 0 07 Apr 2025
Explainable and Interpretable Forecasts on Non-Smooth Multivariate Time Series for Responsible Gameplay Hussain Jagirdar Rukma Talwadker Aditya Pareek Pulkit Agrawal Tridib Mukherjee AI4TS 43 1 0 03 Apr 2025
An Organizationally-Oriented Approach to Enhancing Explainability and Control in Multi-Agent Reinforcement Learning Julien Soulé Jean-Paul Jamont Michel Occello Louis-Marie Traonouez Paul Théron 45 0 0 30 Mar 2025
TerraTorch: The Geospatial Foundation Models Toolkit Carlos Gomes Benedikt Blumenstiel Joao Lucas de Sousa Almeida Pedro Henrique de Oliveira P. Fraccaro Francesc Marti Escofet Daniela Szwarcman Naomi Simumba Romeo Kienzler Bianca Zadrozny 77 1 0 26 Mar 2025
Finsler Multi-Dimensional Scaling: Manifold Learning for Asymmetric Dimensionality Reduction and Embedding Thomas Dagès Simon Weber Y. Lin Ronen Talmon Daniel Cremers M. Lindenbaum A. Bruckstein Ron Kimmel 44 0 0 23 Mar 2025
Graphical Transformation Models Matthias Herp Johannes Brachem Michael Altenbuchinger Thomas Kneib 50 0 0 22 Mar 2025
Sample-Efficient Bayesian Transfer Learning for Online Machine Parameter Optimization Philipp Wagner Tobias Nagel Philipp Leube Marco F. Huber 65 0 0 20 Mar 2025
Pruning-Based TinyML Optimization of Machine Learning Models for Anomaly Detection in Electric Vehicle Charging Infrastructure Fatemeh Dehrouyeh I. Shaer Soodeh Nikan F. Badrkhani Ajaei Abdallah Shami 68 0 0 19 Mar 2025
FeNeC: Enhancing Continual Learning via Feature Clustering with Neighbor- or Logit-Based Classification Kamil Książek Hubert Jastrzębski Bartosz Trojan Krzysztof Pniaczek Michał Karp Jacek Tabor CLL 84 0 0 18 Mar 2025
PrETi: Predicting Execution Time in Early Stage with LLVM and Machine Learning Risheng Xu Philipp Sieweck Hermann von Hasseln Dirk Nowotka 50 0 0 17 Mar 2025
A nonlinear real time capable motion cueing algorithm based on deep reinforcement learning Hendrik Scheidel Camilo Gonzalez Houshyar Asadi Tobias Bellmann A. Seefried Shady M. K. Mohamed Saeid Nahavandi 55 0 0 13 Mar 2025
Large Language Models for Multi-Facility Location Mechanism Design Nguyen Thach Fei Liu Houyu Zhou Hau Chan 44 0 0 12 Mar 2025
TabNSA: Native Sparse Attention for Efficient Tabular Data Learning Ali Eslamian Qiang Cheng 48 0 0 12 Mar 2025