Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Martin Wistuba

HPO-B: A Large-Scale Reproducible Benchmark for Black-Box HPO based on OpenML


Jun 11, 2021
Sebastian Pineda Arango, Hadi S. Jomaa, Martin Wistuba, Josif Grabocka


  Access Paper or Ask Questions

A Comprehensive Survey on Hardware-Aware Neural Architecture Search


Jan 22, 2021
Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smail Niar, Martin Wistuba, Naigang Wang

* Submitted to Proceedings of IEEE 

  Access Paper or Ask Questions

Few-Shot Bayesian Optimization with Deep Kernel Surrogates


Jan 19, 2021
Martin Wistuba, Josif Grabocka

* Published as a conference paper at ICLR 2021 

  Access Paper or Ask Questions

Learning to Rank Learning Curves


Jun 05, 2020
Martin Wistuba, Tejaswini Pedapati

* Accepted at the International Conference on Machine Learning (ICML) 2020 

  Access Paper or Ask Questions

How can AI Automate End-to-End Data Science?


Oct 22, 2019
Charu Aggarwal, Djallel Bouneffouf, Horst Samulowitz, Beat Buesser, Thanh Hoang, Udayan Khurana, Sijia Liu, Tejaswini Pedapati, Parikshit Ram, Ambrish Rawat, Martin Wistuba, Alexander Gray


  Access Paper or Ask Questions

XferNAS: Transfer Neural Architecture Search


Jul 18, 2019
Martin Wistuba


  Access Paper or Ask Questions

A Survey on Neural Architecture Search


May 04, 2019
Martin Wistuba, Ambrish Rawat, Tejaswini Pedapati


  Access Paper or Ask Questions

Inductive Transfer for Neural Architecture Optimization


Mar 08, 2019
Martin Wistuba, Tejaswini Pedapati


  Access Paper or Ask Questions

NeuNetS: An Automated Synthesis Engine for Neural Network Design


Jan 17, 2019
Atin Sood, Benjamin Elder, Benjamin Herta, Chao Xue, Costas Bekas, A. Cristiano I. Malossi, Debashish Saha, Florian Scheidegger, Ganesh Venkataraman, Gegi Thomas, Giovanni Mariani, Hendrik Strobelt, Horst Samulowitz, Martin Wistuba, Matteo Manica, Mihir Choudhury, Rong Yan, Roxana Istrate, Ruchir Puri, Tejaswini Pedapati

* 14 pages, 12 figures. arXiv admin note: text overlap with arXiv:1806.00250 

  Access Paper or Ask Questions

Adversarial Robustness Toolbox v0.3.0


Aug 08, 2018
Maria-Irina Nicolae, Mathieu Sinn, Minh Ngoc Tran, Ambrish Rawat, Martin Wistuba, Valentina Zantedeschi, Nathalie Baracaldo, Bryant Chen, Heiko Ludwig, Ian M. Molloy, Ben Edwards

* 33 pages 

  Access Paper or Ask Questions

Finding Competitive Network Architectures Within a Day Using UCT


Jul 23, 2018
Martin Wistuba


  Access Paper or Ask Questions

Neural Feature Learning From Relational Database


Jun 17, 2018
Hoang Thanh Lam, Tran Ngoc Minh, Mathieu Sinn, Beat Buesser, Martin Wistuba


  Access Paper or Ask Questions

Automated Image Data Preprocessing with Deep Reinforcement Learning


Jun 15, 2018
Tran Ngoc Minh, Mathieu Sinn, Hoang Thanh Lam, Martin Wistuba


  Access Paper or Ask Questions

Scalable Multi-Class Bayesian Support Vector Machines for Structured and Unstructured Data


Jun 07, 2018
Martin Wistuba, Ambrish Rawat


  Access Paper or Ask Questions

Adversarial Phenomenon in the Eyes of Bayesian Deep Learning


Nov 22, 2017
Ambrish Rawat, Martin Wistuba, Maria-Irina Nicolae

* 13 pages, 7 figures 

  Access Paper or Ask Questions

Bank Card Usage Prediction Exploiting Geolocation Information


Oct 13, 2016
Martin Wistuba, Nghia Duong-Trung, Nicolas Schilling, Lars Schmidt-Thieme

* Describes the winning solution for the ECML-PKDD 2016 Discovery Challenge on Bank Card Usage Analysis. Final results on the private leaderboard are available here: https://dms.sztaki.hu/ecml-pkkd-2016/#/app/privateleaderboard 

  Access Paper or Ask Questions

Ultra-Fast Shapelets for Time Series Classification


Mar 17, 2015
Martin Wistuba, Josif Grabocka, Lars Schmidt-Thieme

* Preprint submitted to Journal of Data & Knowledge Engineering January 24, 2015 

  Access Paper or Ask Questions

Scalable Discovery of Time-Series Shapelets


Mar 11, 2015
Josif Grabocka, Martin Wistuba, Lars Schmidt-Thieme

* Under review in the journal "Knowledge and Information Systems" (KAIS) 

  Access Paper or Ask Questions

Time-Series Classification Through Histograms of Symbolic Polynomials


Dec 23, 2013
Josif Grabocka, Martin Wistuba, Lars Schmidt-Thieme


  Access Paper or Ask Questions