The Fundamental Principles of Reproducibility

19 November 2020

Papers citing "The Fundamental Principles of Reproducibility"

13 / 13 papers shown

Title
Benchmark Data Repositories for Better Benchmarking Rachel Longjohn Markelle Kelly Sameer Singh Padhraic Smyth 46 0 0 31 Oct 2024
Model Input Verification of Large Scale Simulations Rumyana Neykova Derek Groen 16 0 0 09 Sep 2024
Weak baselines and reporting biases lead to overoptimism in machine learning for fluid-related partial differential equations N. McGreivy Ammar Hakim AI4CE 29 42 0 09 Jul 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
Formal Definition and Implementation of Reproducibility Tenets for Computational Workflows Nicholas J. Pritchard A. Wicenec 24 0 0 03 Jun 2024
Position: Why We Must Rethink Empirical Research in Machine Learning Moritz Herrmann F. J. D. Lange Katharina Eggensperger Giuseppe Casalicchio Marcel Wever Matthias Feurer David Rügamer Eyke Hüllermeier A. Boulesteix Bernd Bischl 49 6 0 03 May 2024
What is Reproducibility in Artificial Intelligence and Machine Learning Research? Abhyuday Desai Mohamed Abdelhamid N. R. Padalkar AI4CE 16 2 0 29 Apr 2024
From Model Performance to Claim: How a Change of Focus in Machine Learning Replicability Can Help Bridge the Responsibility Gap Tianqi Kou 38 0 0 19 Apr 2024
Reproducibility and Geometric Intrinsic Dimensionality: An Investigation on Graph Neural Network Research Tobias Hille Maximilian Stubbemann Tom Hanika AI4CE 30 0 0 13 Mar 2024
Examining the Effect of Implementation Factors on Deep Learning Reproducibility Kevin Coakley Christine R. Kirkpatrick Odd Erik Gundersen 13 2 0 11 Dec 2023
Reproducibility of Machine Learning: Terminology, Recommendations and Open Issues Riccardo Albertoni Sara Colantonio Piotr Skrzypczyñski J. Stefanowski 21 10 0 24 Feb 2023
Leakage and the Reproducibility Crisis in ML-based Science Sayash Kapoor Arvind Narayanan 25 177 0 14 Jul 2022
Sources of Irreproducibility in Machine Learning: A Review Odd Erik Gundersen Kevin Coakley Christine R. Kirkpatrick Yolanda Gil SyDa 19 33 0 15 Apr 2022