Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
Replicability in Learning: Geometric Partitions and KKM-Sperner Lemma
Authors: Jason Vander Woude, Peter Dixon, A. Pavan, Jamie Radcliffe, N. V. Vinodchandran
NeurIPS 2024 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | This paper studies replicability in machine learning tasks from a geometric viewpoint. Recent works have revealed the role of geometric partitions and Sperner s lemma (and its variations) in designing replicable learning algorithms and in establishing impossibility results. ... Our first contribution is a comprehensive understanding of the optimality of secluded partition constructions. Our second contribution is the discovery of a new neighborhood variant of the Sperner/KKM lemma. |
| Researcher Affiliation | Collaboration | Jason Vander Woude Sandia National Laboratories EMAIL Peter Dixon University of Toronto, Mississauga EMAIL A. Pavan Iowa State University EMAIL Jamie Radcliffe University of Nebraska-Lincoln EMAIL N. V. Vinodchandran University of Nebraska-Lincoln EMAIL |
| Pseudocode | No | The paper does not contain structured pseudocode or algorithm blocks. |
| Open Source Code | No | Our paper does not include experiments requiring code. (From NeurIPS checklist answer) |
| Open Datasets | No | Our paper does not include experiments. (From NeurIPS checklist answer) |
| Dataset Splits | No | Our paper does not include experiments. (From NeurIPS checklist answer) |
| Hardware Specification | No | Our paper does not include experiments. (From NeurIPS checklist answer) |
| Software Dependencies | No | Our paper does not include experiments. (From NeurIPS checklist answer) |
| Experiment Setup | No | Our paper does not include experiments. (From NeurIPS checklist answer) |