Sources of Irreproducibility in Machine Learning: A Review

Sources of Irreproducibility in Machine Learning: A Review

15 April 2022

Odd Erik Gundersen

Christine R. Kirkpatrick

Papers citing "Sources of Irreproducibility in Machine Learning: A Review"

11 / 11 papers shown

Title
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction Farhad Pourkamali-Anaraki 36 0 0 24 Apr 2025
EBES: Easy Benchmarking for Event Sequences Dmitry Osin Igor Udovichenko Viktor Moskvoretskii Egor Shvetsov Evgeny Burnaev 48 1 0 04 Oct 2024
Weak baselines and reporting biases lead to overoptimism in machine learning for fluid-related partial differential equations N. McGreivy Ammar Hakim AI4CE 34 42 0 09 Jul 2024
Generalizability of experimental studies Federico Matteucci Vadim Arzamasov Jose Cribeiro-Ramallo Marco Heyden Konstantin Ntounas Klemens Bohm 47 0 0 25 Jun 2024
Reproducibility in Machine Learning-based Research: Overview, Barriers and Drivers Harald Semmelrock Tony Ross-Hellauer Simone Kopeinik Dieter Theiler Armin Haberl Stefan Thalmann Dominik Kowald 65 6 0 20 Jun 2024
A Second Look on BASS -- Boosting Abstractive Summarization with Unified Semantic Graphs -- A Replication Study Osman Alperen Koras Jorg Schlotterer Christin Seifert 34 1 0 05 Mar 2024
Examining the Effect of Implementation Factors on Deep Learning Reproducibility Kevin Coakley Christine R. Kirkpatrick Odd Erik Gundersen 15 2 0 11 Dec 2023
A Two-Sided Discussion of Preregistration of NLP Research Anders Søgaard Daniel Hershcovich Miryam de Lhoneux OnRL AI4CE 33 3 0 20 Feb 2023
A Rigorous Uncertainty-Aware Quantification Framework Is Essential for Reproducible and Replicable Machine Learning Workflows Line C. Pouchard Kristofer G. Reyes Francis J. Alexander Byung-Jun Yoon 27 2 0 13 Jan 2023
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 28 109 0 31 Aug 2022
With Little Power Comes Great Responsibility Dallas Card Peter Henderson Urvashi Khandelwal Robin Jia Kyle Mahowald Dan Jurafsky 230 115 0 13 Oct 2020