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..
Clustering with Non-adaptive Subset Queries
Authors: Hadley Black, Euiwoong Lee, Arya Mazumdar, Barna Saha
NeurIPS 2024 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | Our results are all purely theoretical and are expressed in the form of theorem statements, in which any assumptions are explicitly stated. |
| Researcher Affiliation | Academia | Hadley Black UC San Diego Euiwoong Lee University of Michigan Arya Mazumdar UC San Diego UC San Diego |
| Pseudocode | Yes | Algorithm 1: Non-adaptive Algorithm for Constant k; Algorithm 2: Non-adaptive Algorithm for General k; Algorithm 3: Sample-Based Algorithm Using Bounded Queries; Algorithm 4: Algorithm for the B-Balanced Case; Algorithm 5: Second Algorithm for the B-Balanced Case; Algorithm 6: Deterministic 2-Round Algorithm; Algorithm 7: Two Round Algorithm for Balanced Clustering; Algorithm 8: Sample-Based Algorithm Using Unbounded Queries |
| Open Source Code | No | The paper states: 'Our paper does not include any experiments.' It does not contain any explicit statement about providing open-source code for the described methodology or a link to a code repository. |
| Open Datasets | No | The paper states: 'Our paper does not include any experiments.' Therefore, no datasets are used for training. |
| Dataset Splits | No | The paper states: 'Our paper does not include any experiments.' Therefore, no validation splits are provided. |
| Hardware Specification | No | The paper states: 'Our paper does not include any experiments.' As a theoretical paper, it does not describe hardware used for experiments. |
| Software Dependencies | No | The paper states: 'Our paper does not include any experiments.' As a theoretical paper, it does not list software dependencies with version numbers for experiments. |
| Experiment Setup | No | The paper states: 'Our paper does not include any experiments.' As a theoretical paper, it does not provide details on experimental setup or hyperparameters. |