Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization

21 March 2016

Papers citing "Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization"

50 / 286 papers shown

Title
Automated Dynamic Algorithm Configuration Steven Adriaensen André Biedenkapp Gresa Shala Noor H. Awad Theresa Eimer Marius Lindauer Frank Hutter 34 36 0 27 May 2022
Leveraging Causal Inference for Explainable Automatic Program Repair Jianzong Wang Shijing Si Z. Zhu Xiaoyang Qu Zhenhou Hong Jing Xiao 27 3 0 26 May 2022
Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization Antonio Candelieri Andrea Ponti Francesco Archetti 33 16 0 18 May 2022
Perspectives on Incorporating Expert Feedback into Model Updates Valerie Chen Umang Bhatt Hoda Heidari Adrian Weller Ameet Talwalkar 35 11 0 13 May 2022
Efficient Automated Deep Learning for Time Series Forecasting Difan Deng Florian Karl Frank Hutter Bernd Bischl Marius Lindauer AI4TS 54 16 0 11 May 2022
Hybrid quantum ResNet for car classification and its hyperparameter optimization Asel Sagingalieva Mohammad Kordzanganeh Andrii Kurkin Artem Melnikov Daniil Kuhmistrov M. Perelshtein A. Melnikov Andrea Skolik David Von Dollen 61 36 0 10 May 2022
Automatic Machine Learning for Multi-Receiver CNN Technology Classifiers A. Y. Abyaneh Marwan Krunz 21 1 0 28 Apr 2022
Analyzing the Impact of Undersampling on the Benchmarking and Configuration of Evolutionary Algorithms Diederick Vermetten Hongya Wang Manuel López-Ibánez Carola Doerr Thomas Bäck 24 8 0 20 Apr 2022
FederatedScope-GNN: Towards a Unified, Comprehensive and Efficient Package for Federated Graph Learning Zhen Wang Weirui Kuang Yuexiang Xie Liuyi Yao Yaliang Li Bolin Ding Jingren Zhou FedML 21 77 0 12 Apr 2022
SHiFT: An Efficient, Flexible Search Engine for Transfer Learning Cédric Renggli Xiaozhe Yao Luka Kolar Luka Rimanic Ana Klimovic Ce Zhang OOD 43 4 0 04 Apr 2022
Learning the Effect of Registration Hyperparameters with HyperMorph Andrew Hoopes Malte Hoffmann Douglas N. Greve Bruce Fischl John Guttag Adrian Dalca 30 39 0 30 Mar 2022
Generalizing Few-Shot NAS with Gradient Matching Shou-Yong Hu Ruochen Wang Lanqing Hong Zhenguo Li Cho-Jui Hsieh Jiashi Feng 25 23 0 29 Mar 2022
Bioplastic Design using Multitask Deep Neural Networks Christopher Kuenneth Jessica Lalonde B. Marrone C. Iverson R. Ramprasad G. Pilania AI4CE 19 31 0 22 Mar 2022
Approximate Function Evaluation via Multi-Armed Bandits Tavor Z. Baharav Gary Cheng Mert Pilanci David Tse 19 6 0 18 Mar 2022
Tensor Programs V: Tuning Large Neural Networks via Zero-Shot Hyperparameter Transfer Greg Yang J. E. Hu Igor Babuschkin Szymon Sidor Xiaodong Liu David Farhi Nick Ryder J. Pachocki Weizhu Chen Jianfeng Gao 26 149 0 07 Mar 2022
Adaptive Gradient Methods with Local Guarantees Zhou Lu Wenhan Xia Sanjeev Arora Elad Hazan ODL 27 9 0 02 Mar 2022
DC and SA: Robust and Efficient Hyperparameter Optimization of Multi-subnetwork Deep Learning Models A. Treacher A. Montillo 24 0 0 24 Feb 2022
A Unified Prediction Framework for Signal Maps Emmanouil Alimpertis A. Markopoulou C. Butts Evita Bakopoulou Konstantinos Psounis 23 3 0 08 Feb 2022
B2EA: An Evolutionary Algorithm Assisted by Two Bayesian Optimization Modules for Neural Architecture Search Hyunghun Cho Jungwook Shin Wonjong Rhee 35 7 0 07 Feb 2022
Similarity Learning based Few Shot Learning for ECG Time Series Classification Priyanka Gupta Sathvik Bhaskarpandit Manik Gupta 22 14 0 31 Jan 2022
Self Semi Supervised Neural Architecture Search for Semantic Segmentation Loïc Pauletto Massih-Reza Amini Nicolas Winckler SSL SSeg 35 1 0 29 Jan 2022
Learning Curves for Decision Making in Supervised Machine Learning: A Survey F. Mohr Jan N. van Rijn 41 54 0 28 Jan 2022
Simplifying deflation for non-convex optimization with applications in Bayesian inference and topology optimization Mohamed Tarek Yijiang Huang 27 2 0 28 Jan 2022
Hyperparameter Tuning for Deep Reinforcement Learning Applications M. Kiran Melis Ozyildirim 40 22 0 26 Jan 2022
Automated Reinforcement Learning (AutoRL): A Survey and Open Problems Jack Parker-Holder Raghunandan Rajan Xingyou Song André Biedenkapp Yingjie Miao ... Vu-Linh Nguyen Roberto Calandra Aleksandra Faust Frank Hutter Marius Lindauer AI4CE 33 100 0 11 Jan 2022
Unbiased Gradient Estimation in Unrolled Computation Graphs with Persistent Evolution Strategies Paul Vicol Luke Metz Jascha Narain Sohl-Dickstein 27 68 0 27 Dec 2021
Automatic Meta-Path Discovery for Effective Graph-Based Recommendation Wentao Ning Reynold Cheng Jiajun Shen Nur Al Hasan Haldar B. Kao Xiao Yan Nan Huo Wai Lam Tian Li Bo Tang 34 18 0 23 Dec 2021
Machine Learning Emulation of Urban Land Surface Processes David Meyer S. Grimmond P. Dueben R. Hogan M. Reeuwijk 25 17 0 21 Dec 2021
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 29 26 0 16 Dec 2021
BoGraph: Structured Bayesian Optimization From Logs for Expensive Systems with Many Parameters Sami Alabed Eiko Yoneki 17 7 0 16 Dec 2021
FLoRA: Single-shot Hyper-parameter Optimization for Federated Learning Yi Zhou Parikshit Ram Theodoros Salonidis Nathalie Baracaldo Horst Samulowitz Heiko Ludwig AI4CE 37 25 0 15 Dec 2021
N-SfC: Robust and Fast Shape Estimation from Caustic Images Marc Kassubeck Moritz Kappel Susana Castillo M. Magnor 24 1 0 13 Dec 2021
Location Leakage in Federated Signal Maps Evita Bakopoulou Justin Ley Jiang Zhang Konstantinos Psounis A. Markopoulou FedML 20 5 0 07 Dec 2021
Naive Automated Machine Learning F. Mohr Marcel Wever 24 11 0 29 Nov 2021
A survey on multi-objective hyperparameter optimization algorithms for Machine Learning A. Hernández I. Nieuwenhuyse Sebastian Rojas Gonzalez 23 95 0 23 Nov 2021
Using mixup as regularization and tuning hyper-parameters for ResNets Venkata Bhanu Teja Pallakonda 11 0 0 23 Nov 2021
Physics-informed neural networks via stochastic Hamiltonian dynamics learning Chandrajit L. Bajaj Minh Nguyen 21 1 0 15 Nov 2021
Towards Lightweight Controllable Audio Synthesis with Conditional Implicit Neural Representations Jan Zuiderveld Marco Federici Erik J. Bekkers AI4CE 29 6 0 14 Nov 2021
Advances in Neural Rendering A. Tewari Justus Thies B. Mildenhall P. Srinivasan E. Tretschk ... S. Fanello Jun Zhu Gordon Wetzstein Michael Zollhoefer D. B. Goldman 3DH AI4CE 71 446 0 10 Nov 2021
Misspecified Gaussian Process Bandit Optimization Ilija Bogunovic Andreas Krause 57 42 0 09 Nov 2021
Safe Data Collection for Offline and Online Policy Learning Ruihao Zhu B. Kveton OffRL 11 5 0 08 Nov 2021
LassoBench: A High-Dimensional Hyperparameter Optimization Benchmark Suite for Lasso Kenan Sehic Alexandre Gramfort Joseph Salmon Luigi Nardi 24 35 0 04 Nov 2021
ConformalLayers: A non-linear sequential neural network with associative layers Zhen Wan Zhuoyuan Mao C. N. Vasconcelos 22 3 0 23 Oct 2021
Scalable One-Pass Optimisation of High-Dimensional Weight-Update Hyperparameters by Implicit Differentiation Ross M. Clarke E. T. Oldewage José Miguel Hernández-Lobato 31 9 0 20 Oct 2021
ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-cost Proxies Yu Shen Yang Li Jian Zheng Wentao Zhang Peng Yao Jixiang Li Sen Yang Ji Liu Cui Bin AI4CE 42 30 0 20 Oct 2021
Predicting Chemical Hazard across Taxa through Machine Learning Jimeng Wu Simone DÁmbrosi Lorenz Ammann Julita Stadnicka-Michalak K. Schirmer Marco Baity-Jesi 18 28 0 07 Oct 2021
Accelerated Componentwise Gradient Boosting using Efficient Data Representation and Momentum-based Optimization Daniel Schalk B. Bischl David Rügamer 27 3 0 07 Oct 2021
FedTune: Automatic Tuning of Federated Learning Hyper-Parameters from System Perspective Huan Zhang Mi Zhang Xin Liu P. Mohapatra Michael DeLucia FedML 31 18 0 06 Oct 2021
HYPPO: A Surrogate-Based Multi-Level Parallelism Tool for Hyperparameter Optimization Vincent Dumont Casey Garner Anuradha Trivedi Chelsea Jones V. Ganapati Juliane Mueller T. Perciano Mariam Kiran Marcus Day 16 5 0 04 Oct 2021
Primer: Searching for Efficient Transformers for Language Modeling David R. So Wojciech Mañke Hanxiao Liu Zihang Dai Noam M. Shazeer Quoc V. Le VLM 91 153 0 17 Sep 2021