Optuna: A Next-generation Hyperparameter Optimization Framework

25 July 2019

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

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Title
Machine learning modeling of family wide enzyme-substrate specificity screens Samuel Goldman Ria Das Kevin Kaichuang Yang Connor W. Coley 33 54 0 08 Sep 2021
Data Science Kitchen at GermEval 2021: A Fine Selection of Hand-Picked Features, Delivered Fresh from the Oven Niclas Hildebrandt Benedikt T. Boenninghoff Dennis Orth C. Schymura 27 1 0 06 Sep 2021
LightAutoML: AutoML Solution for a Large Financial Services Ecosystem Anton Vakhrushev A. Ryzhkov M. Savchenko Dmitry Simakov Rinchin Damdinov Alexander Tuzhilin 17 33 0 03 Sep 2021
EmoBERTa: Speaker-Aware Emotion Recognition in Conversation with RoBERTa Taewoon Kim Piek Vossen 30 98 0 26 Aug 2021
MOFit: A Framework to reduce Obesity using Machine learning and IoT Satvik Garg Pradyumn Pundir 19 5 0 19 Aug 2021
Towards Efficient and Data Agnostic Image Classification Training Pipeline for Embedded Systems K. Prokofiev V. Sovrasov 3DH 21 2 0 16 Aug 2021
Simple Modifications to Improve Tabular Neural Networks J. Fiedler LMTD 91 19 0 06 Aug 2021
Bellamy: Reusing Performance Models for Distributed Dataflow Jobs Across Contexts Dominik Scheinert L. Thamsen Houkun Zhu Jonathan Will Alexander Acker Thorsten Wittkopp O. Kao 19 15 0 29 Jul 2021
Generative and reproducible benchmarks for comprehensive evaluation of machine learning classifiers Patryk Orzechowski J. Moore ELM VLM 25 13 0 14 Jul 2021
Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges B. Bischl Martin Binder Michel Lang Tobias Pielok Jakob Richter ... Theresa Ullmann Marc Becker A. Boulesteix Difan Deng Marius Lindauer 85 455 0 13 Jul 2021
Relational graph convolutional networks for predicting blood-brain barrier penetration of drug molecules Yan Ding Xiaoqian Jiang Yejin Kim GNN 27 19 0 04 Jul 2021
Sparse Flows: Pruning Continuous-depth Models Lucas Liebenwein Ramin Hasani Alexander Amini Daniela Rus 26 16 0 24 Jun 2021
Revisiting Deep Learning Models for Tabular Data Yu. V. Gorishniy Ivan Rubachev Valentin Khrulkov Artem Babenko LMTD 48 703 0 22 Jun 2021
A Neural Edge-Editing Approach for Document-Level Relation Graph Extraction Kohei Makino Makoto Miwa Yutaka Sasaki KELM 32 7 0 18 Jun 2021
Inter-domain Multi-relational Link Prediction Luu Huu Phuc Koh Takeuchi Seiji Okajima A. Tolmachev T. Takebayashi Koji Maruhashi H. Kashima 48 0 0 11 Jun 2021
Shifting Transformation Learning for Out-of-Distribution Detection Sina Mohseni Arash Vahdat J. Yadawa OODD 33 7 0 07 Jun 2021
BR-NPA: A Non-Parametric High-Resolution Attention Model to improve the Interpretability of Attention T. Gomez Suiyi Ling Thomas Fréour Harold Mouchère 31 5 0 04 Jun 2021
The Power of Log-Sum-Exp: Sequential Density Ratio Matrix Estimation for Speed-Accuracy Optimization Taiki Miyagawa Akinori F. Ebihara 25 3 0 28 May 2021
Anomaly Detection in Predictive Maintenance: A New Evaluation Framework for Temporal Unsupervised Anomaly Detection Algorithms Jacinto Carrasco I. Markova D. López Ignacio Aguilera D. García Marta García-Barzana Manuel Arias-Rodil Julián Luengo Francisco Herrera AI4TS 19 32 0 26 May 2021
Reconstructing nodal pressures in water distribution systems with graph neural networks Gergely Hajgató Bálint Gyires-Tóth Gyorgy Paál 26 14 0 28 Apr 2021
An optical neural network using less than 1 photon per multiplication Tianyu Wang Shifan Ma Logan G. Wright Tatsuhiro Onodera Brian C. Richard Peter L. McMahon 55 177 0 27 Apr 2021
One Billion Audio Sounds from GPU-enabled Modular Synthesis Joseph P. Turian Jordie Shier George Tzanetakis K. McNally Max Henry 21 22 0 27 Apr 2021
LGD-GCN: Local and Global Disentangled Graph Convolutional Networks Jingwei Guo Kaizhu Huang Xinping Yi Rui Zhang 21 5 0 24 Apr 2021
HBert + BiasCorp -- Fighting Racism on the Web Olawale Onabola Zhuang Ma Yang Xie Benjamin Akera A. Ibraheem Jia Xue Dianbo Liu Yoshua Bengio 31 6 0 06 Apr 2021
New Benchmarks for Learning on Non-Homophilous Graphs Derek Lim Xiuyu Li Felix Hohne Ser-Nam Lim 36 100 0 03 Apr 2021
Dual Online Stein Variational Inference for Control and Dynamics Lucas Barcelos Alexander Lambert Rafael Oliveira Paulo Borges Byron Boots F. Ramos 30 27 0 23 Mar 2021
There and Back Again: Self-supervised Multispectral Correspondence Estimation Celyn Walters Oscar Alejandro Mendez Maldonado Mark Johnson Richard Bowden SSL 41 7 0 19 Mar 2021
QROSS: QUBO Relaxation Parameter Optimisation via Learning Solver Surrogates Tian Huang Siong Thye Goh Sabrish Gopalakrishnan Yaoyu Zhang Qianxiao Li H. Lau 28 5 0 19 Mar 2021
Efficient Bayesian Optimization using Multiscale Graph Correlation T. Kanazawa 30 2 0 17 Mar 2021
BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representation Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi Noboru Harada K. Kashino SSL 38 175 0 11 Mar 2021
3D Head-Position Prediction in First-Person View by Considering Head Pose for Human-Robot Eye Contact Yuki Tamaru Yasunori Ozaki Yuki Okafuji Junya Nakanishi Y. Yoshikawa Jun Baba 27 3 0 11 Mar 2021
Latent Imagination Facilitates Zero-Shot Transfer in Autonomous Racing Axel Brunnbauer Luigi Berducci Andreas Brandstätter Mathias Lechner Ramin Hasani Daniela Rus Radu Grosu LM&Ro 38 38 0 08 Mar 2021
Missing Value Imputation on Multidimensional Time Series Parikshit Bansal Prathamesh Deshpande Sunita Sarawagi AI4TS 14 63 0 02 Mar 2021
Scaling up DNA digital data storage by efficiently predicting DNA hybridisation using deep learning David Buterez 19 7 0 19 Feb 2021
Using Distance Correlation for Efficient Bayesian Optimization T. Kanazawa 44 3 0 17 Feb 2021
Explaining Inference Queries with Bayesian Optimization Brandon Lockhart Jinglin Peng Weiyuan Wu Jiannan Wang Eugene Wu 21 7 0 10 Feb 2021
Differentiable Trust Region Layers for Deep Reinforcement Learning Fabian Otto P. Becker Ngo Anh Vien Hanna Ziesche Gerhard Neumann OffRL 41 19 0 22 Jan 2021
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 40 2 0 04 Jan 2021
Concept Generalization in Visual Representation Learning Mert Bulent Sariyildiz Yannis Kalantidis Diane Larlus Alahari Karteek SSL 35 50 0 10 Dec 2020
Enhancing Human Pose Estimation in Ancient Vase Paintings via Perceptually-grounded Style Transfer Learning Prathmesh Madhu Angel Villar-Corrales Ronak Kosti Torsten Bendschus Corinna Reinhardt Peter Bell Andreas Maier Vincent Christlein 3DH 22 20 0 10 Dec 2020
MLComp: A Methodology for Machine Learning-based Performance Estimation and Adaptive Selection of Pareto-Optimal Compiler Optimization Sequences Alessio Colucci Dávid Juhász Martin Mosbeck Alberto Marchisio Semeen Rehman Manfred Kreutzer Guenther Nadbath A. Jantsch Mohamed Bennai 17 6 0 09 Dec 2020
Generalizing Cross-Document Event Coreference Resolution Across Multiple Corpora M. Bugert Nils Reimers Iryna Gurevych 29 17 0 24 Nov 2020
Message Passing Networks for Molecules with Tetrahedral Chirality L. Pattanaik O. Ganea Ian Coley K. Jensen W. Green Connor W. Coley GNN 19 23 0 24 Nov 2020
Resonance: Replacing Software Constants with Context-Aware Models in Real-time Communication J. Gupchup A. Aazami Yaran Fan Senja Filipi Tom Finley ... D. Perednya Sriram Srinivasan John Langford Ross Cutler J. Gehrke OffRL 24 1 0 23 Nov 2020
Learn to Bind and Grow Neural Structures Azhar Shaikh Nishant Sinha CLL 21 0 0 21 Nov 2020
Reinforcement Learning Experiments and Benchmark for Solving Robotic Reaching Tasks Pierre Aumjaud David McAuliffe Francisco J. Rodríguez-Lera P. Cardiff 19 15 0 11 Nov 2020
Leveraging Activity Recognition to Enable Protective Behavior Detection in Continuous Data Chongyang Wang Yuan Gao Akhil Mathur A. Williams Nicholas D. Lane N. Bianchi-Berthouze 32 34 0 03 Nov 2020
Online-to-Offline Advertisements as Field Experiments Akira Matsui Daisuke Moriwaki 13 0 0 18 Oct 2020
Deep Reinforcement Learning for Real-Time Optimization of Pumps in Water Distribution Systems Gergely Hajgató Gyorgy Paál Bálint Gyires-Tóth 9 27 0 13 Oct 2020
Olympus: a benchmarking framework for noisy optimization and experiment planning Florian Hase Matteo Aldeghi Riley J. Hickman L. Roch M. Christensen Elena Liles J. Hein Alán Aspuru-Guzik 25 58 0 08 Oct 2020