Copeland Dueling Bandits
Authors: Masrour Zoghi, Zohar S. Karnin, Shimon Whiteson, Maarten de Rijke
NeurIPS 2015 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We include an empirical evaluation of CCB and SCB using a real-life problem arising from information retrieval (IR). The experimental results mirror the theoretical ones. |
| Researcher Affiliation | Collaboration | Masrour Zoghi Informatics Institute University of Amsterdam, Netherlands m.zoghi@uva.nl Zohar Karnin Yahoo Labs New York, NY zkarnin@yahoo-inc.com Shimon Whiteson Department of Computer Science University of Oxford, UK shimon.whiteson@cs.ox.ac.uk Maarten de Rijke Informatics Institute University of Amsterdam derijke@uva.nl |
| Pseudocode | Yes | Algorithm 1 Copeland Confidence Bound, Algorithm 2 Approximate Copeland Bandit Solver, Algorithm 3 Scalable Copeland Bandits |
| Open Source Code | Yes | Sample code and the preference matrices used in the experiments can be found at http://bit.ly/nips15data. |
| Open Datasets | Yes | Sample code and the preference matrices used in the experiments can be found at http://bit.ly/nips15data. |
| Dataset Splits | No | The paper does not specify exact split percentages or absolute sample counts for training, validation, or test sets, nor does it reference predefined splits with citations for dataset partitioning. |
| Hardware Specification | No | The paper does not provide specific hardware details (e.g., exact GPU/CPU models, processor types with speeds, memory amounts, or detailed computer specifications) used for running its experiments. |
| Software Dependencies | No | The paper does not provide specific ancillary software details (e.g., library or solver names with version numbers) needed to replicate the experiment. |
| Experiment Setup | No | The paper states, 'Due to lack of space, the details of the experimental setup have been included in Appendix B4.' As the appendix is not provided in the main text, specific experimental setup details are not accessible. |