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..
Combinatorial Bandits with Linear Constraints: Beyond Knapsacks and Fairness
Authors: Qingsong Liu, Weihang Xu, Siwei Wang, Zhixuan Fang
NeurIPS 2022 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Finally, we conduct numerical experiments to validate our theoretical results. Our experimental results are given in the suppmetary material. |
| Researcher Affiliation | Collaboration | 1 IIIS, Tsinghua University 2 Microsoft Research 3 Shanghai Qi Zhi Institute |
| Pseudocode | Yes | Algorithm 1 UCB-PLLP |
| Open Source Code | No | 3. If you ran experiments... (a) Did you include the code, data, and instructions needed to reproduce the main experimental results (either in the supplemental material or as a URL)? [No] |
| Open Datasets | No | The paper does not provide information about specific datasets used, their public availability, or citations to them. |
| Dataset Splits | No | The paper discusses theoretical results and states experimental results are in supplementary material, but does not specify dataset splits for training, validation, or testing in the main text. |
| Hardware Specification | No | 3. If you ran experiments... (d) Did you include the total amount of compute and the type of resources used (e.g., type of GPUs, internal cluster, or cloud provider)? [N/A] |
| Software Dependencies | No | The paper does not provide specific software dependencies with version numbers. |
| Experiment Setup | No | The paper states experimental results are in supplementary material but does not provide specific experimental setup details like hyperparameters or training configurations in the main text. |