Title
Tuning for Trustworthiness -- Balancing Performance and Explanation Consistency in Neural Network Optimization Alexander Hinterleitner Thomas Bartz-Beielstein 62 0 0 12 May 2025
Hyperparameter Importance Analysis for Multi-Objective AutoML Daphne Theodorakopoulos Frederic Stahl Marius Lindauer 99 3 0 03 Jan 2025
Constrained Multi-objective Bayesian Optimization through Optimistic Constraints Estimation Diantong Li Fengxue Zhang Chong Liu Yuxin Chen 368 0 0 06 Nov 2024
Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment Zhichao Lu Ran Cheng Yaochu Jin Kay Chen Tan Kalyanmoy Deb 41 55 0 08 Aug 2022
Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes Zhiyuan Jerry Lin Raul Astudillo P. Frazier E. Bakshy 43 38 0 21 Mar 2022
Accountability in an Algorithmic Society: Relationality, Responsibility, and Robustness in Machine Learning A. Feder Cooper Emanuel Moss Benjamin Laufer Helen Nissenbaum MLAU 41 85 0 10 Feb 2022
Learning Curves for Decision Making in Supervised Machine Learning: A Survey F. Mohr Jan N. van Rijn 54 55 0 28 Jan 2022
Learning Interpretable Models Through Multi-Objective Neural Architecture Search Zachariah Carmichael Tim Moon S. A. Jacobs AI4CE 23 9 0 16 Dec 2021
Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic Factors Marvin Kaster Wei Zhao Steffen Eger 60 24 0 08 Oct 2021
HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO Katharina Eggensperger Philip Muller Neeratyoy Mallik Matthias Feurer René Sass Aaron Klein Noor H. Awad Marius Lindauer Frank Hutter 138 101 0 14 Sep 2021
Perturbation CheckLists for Evaluating NLG Evaluation Metrics Ananya B. Sai Tanay Dixit D. Y. Sheth S. Mohan Mitesh M. Khapra AAML 121 58 0 13 Sep 2021
YAHPO Gym -- An Efficient Multi-Objective Multi-Fidelity Benchmark for Hyperparameter Optimization Florian Pfisterer Lennart Schneider Julia Moosbauer Martin Binder B. Bischl 56 36 0 08 Sep 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 168 469 0 13 Jul 2021
Multi-objective Asynchronous Successive Halving Robin Schmucker Michele Donini Muhammad Bilal Zafar David Salinas Cédric Archambeau 62 25 0 23 Jun 2021
A multi-objective perspective on jointly tuning hardware and hyperparameters David Salinas Valerio Perrone Olivier Cruchant Cédric Archambeau 57 13 0 10 Jun 2021
OpenBox: A Generalized Black-box Optimization Service Yang Li Yu Shen Wentao Zhang Yuan-Wei Chen Huaijun Jiang ... Jinyang Gao Wentao Wu Zhi-Xin Yang Ce Zhang Tengjiao Wang 22 76 0 01 Jun 2021
Parallel Bayesian Optimization of Multiple Noisy Objectives with Expected Hypervolume Improvement Sam Daulton Maximilian Balandat E. Bakshy 32 153 0 17 May 2021
Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization Julia Guerrero-Viu Sven Hauns Sergio Izquierdo Guilherme Miotto Simon Schrodi André Biedenkapp T. Elsken Difan Deng Marius Lindauer Frank Hutter AI4CE 38 26 0 03 May 2021
Multi-Objective Evolutionary Design of Composite Data-Driven Models Iana S. Polonskaia Nikolay O. Nikitin I. Revin Pavel Vychuzhanin Anna V. Kaluzhnaya 115 9 0 01 Mar 2021
Debiasing classifiers: is reality at variance with expectation? Ashrya Agrawal Florian Pfisterer B. Bischl Francois Buet-Golfouse Srijan Sood Jiahao Chen Sameena Shah Sebastian J. Vollmer CML FaML 24 18 0 04 Nov 2020
Minimax Pareto Fairness: A Multi Objective Perspective Natalia Martínez Martín Bertrán Guillermo Sapiro FaML 47 191 0 03 Nov 2020
Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach Syrine Belakaria Aryan Deshwal J. Doppa 29 41 0 02 Nov 2020
Genetic-algorithm-optimized neural networks for gravitational wave classification Dwyer Deighan Scott E. Field C. Capano G. Khanna 11 21 0 09 Oct 2020
Transparency, Auditability and eXplainability of Machine Learning Models in Credit Scoring Michael Bücker G. Szepannek Alicja Gosiewska P. Biecek FaML 33 112 0 28 Sep 2020
A Review of Evolutionary Multi-modal Multi-objective Optimization Ryoji Tanabe H. Ishibuchi 21 150 0 28 Sep 2020
Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints Syrine Belakaria Aryan Deshwal J. Doppa 54 131 0 01 Sep 2020
On Hyperparameter Optimization of Machine Learning Algorithms: Theory and Practice Li Yang Abdallah Shami AI4CE 115 2,079 0 30 Jul 2020
Joslim: Joint Widths and Weights Optimization for Slimmable Neural Networks Ting-Wu Chin Ari S. Morcos Diana Marculescu 57 10 0 23 Jul 2020
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search Zhichao Lu Kalyanmoy Deb E. Goodman W. Banzhaf Vishnu Boddeti 58 145 0 20 Jul 2020
Multi-Objective Neural Architecture Search Based on Diverse Structures and Adaptive Recommendation Chunnan Wang Hongzhi Wang Guocheng Feng Fei Geng 16 5 0 06 Jul 2020
Measuring Robustness to Natural Distribution Shifts in Image Classification Rohan Taori Achal Dave Vaishaal Shankar Nicholas Carlini Benjamin Recht Ludwig Schmidt OOD 94 541 0 01 Jul 2020
Fairness without Demographics through Adversarially Reweighted Learning Preethi Lahoti Alex Beutel Jilin Chen Kang Lee Flavien Prost Nithum Thain Xuezhi Wang Ed H. Chi FaML 100 334 0 23 Jun 2020
Neural Ensemble Search for Uncertainty Estimation and Dataset Shift Sheheryar Zaidi Arber Zela T. Elsken Chris Holmes Frank Hutter Yee Whye Teh OOD UQCV 87 71 0 15 Jun 2020
Fair Bayesian Optimization Valerio Perrone Michele Donini Muhammad Bilal Zafar Robin Schmucker K. Kenthapadi Cédric Archambeau FaML 32 85 0 09 Jun 2020
Adversarial Attacks and Defense on Texts: A Survey A. Huq Mst. Tasnim Pervin AAML 112 21 0 28 May 2020
Evaluating Robustness to Input Perturbations for Neural Machine Translation Xing Niu Prashant Mathur Georgiana Dinu Yaser Al-Onaizan AAML 35 64 0 01 May 2020
Parallel Predictive Entropy Search for Multi-objective Bayesian Optimization with Constraints E.C. Garrido-Merchán Daniel Hernández-Lobato 35 16 0 01 Apr 2020
MUXConv: Information Multiplexing in Convolutional Neural Networks Zhichao Lu Kalyanmoy Deb Vishnu Boddeti 32 45 0 31 Mar 2020
Initial Design Strategies and their Effects on Sequential Model-Based Optimization Jakob Bossek Carola Doerr P. Kerschke 45 26 0 30 Mar 2020
When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks Minghao Guo Yuzhe Yang Rui Xu Ziwei Liu Dahua Lin AAML OOD 34 158 0 25 Nov 2019
Adversarial Examples in Modern Machine Learning: A Review R. Wiyatno Anqi Xu Ousmane Amadou Dia A. D. Berker AAML 43 105 0 13 Nov 2019
Imperceptible Adversarial Attacks on Tabular Data Vincent Ballet X. Renard Jonathan Aigrain Thibault Laugel P. Frossard Marcin Detyniecki 50 72 0 08 Nov 2019
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI Alejandro Barredo Arrieta Natalia Díaz Rodríguez Javier Del Ser Adrien Bennetot Siham Tabik ... S. Gil-Lopez Daniel Molina Richard Benjamins Raja Chatila Francisco Herrera XAI 91 6,211 0 22 Oct 2019
Are Adversarial Robustness and Common Perturbation Robustness Independent Attributes ? Alfred Laugros A. Caplier Matthieu Ospici AAML 34 40 0 04 Sep 2019
Metric Learning for Adversarial Robustness Chengzhi Mao Ziyuan Zhong Junfeng Yang Carl Vondrick Baishakhi Ray OOD 55 185 0 03 Sep 2019
Multi-Objective Automatic Machine Learning with AutoxgboostMC Florian Pfisterer Stefan Coors Janek Thomas B. Bischl 43 16 0 28 Aug 2019
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 488 4,308 0 23 Aug 2019
AutoML: A Survey of the State-of-the-Art Xin He Kaiyong Zhao Xiaowen Chu 79 1,440 0 02 Aug 2019
Optuna: A Next-generation Hyperparameter Optimization Framework Takuya Akiba Shotaro Sano Toshihiko Yanase Takeru Ohta Masanori Koyama 346 5,714 0 25 Jul 2019
Mixed-Variable Bayesian Optimization Erik A. Daxberger Anastasia Makarova M. Turchetta Andreas Krause 48 51 0 02 Jul 2019