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 [1].
A Change-Detection Based Framework for Piecewise-Stationary Multi-Armed Bandit Problem
Authors: Fang Liu, Joohyun Lee, Ness Shroff
AAAI 2018 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | The performance of the proposed and existing policies are validated by both synthetic and real world datasets, and we show that our proposed algorithms are superior to other existing policies in terms of regret. |
| Researcher Affiliation | Academia | Fang Liu, Joohyun Lee, Ness Shroff The Ohio State University Columbus, Ohio 43210 EMAIL |
| Pseudocode | Yes | Algorithm 1 CD-UCB, Algorithm 2 Two-sided CUSUM |
| Open Source Code | No | The paper does not provide concrete access to source code for the methodology described. |
| Open Datasets | Yes | Yahoo! has published a benchmark dataset for the evaluation of bandit algorithms (Yahoo! ). The dataset is the user click log for news articles displayed on the Yahoo! Front Page (Li et al. 2011). ... Yahoo! Webscope program. http://webscope.sandbox.yahoo.com/catalog.php?datatype=r&did=49. [Online; accessed 18-Oct-2016]. |
| Dataset Splits | No | The paper discusses data preparation but does not provide specific training/test/validation dataset splits. |
| Hardware Specification | No | The paper does not provide specific hardware details (e.g., GPU/CPU models, processor types) used for running its experiments. |
| Software Dependencies | No | The paper does not provide specific ancillary software details with version numbers needed to replicate the experiment. |
| Experiment Setup | Yes | In the simulation, the parameters h and α are tuned around h = log(T/γT ) and α = γT /T log(T/γT ) based on the flipping environment. ... Parameters are listed in Table 2. |