https://github.com/duruii/replica-aucb

⚙️REPLICA of "Auction-based combinatorial multi-armed bandit mechanisms with strategic arms"
https://github.com/duruii/replica-aucb

aucb aution bandit-algorithms bandits cmab mab multi-armed-bandit

Last synced: 2 months ago
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⚙️REPLICA of "Auction-based combinatorial multi-armed bandit mechanisms with strategic arms"

• Host: GitHub
• URL: https://github.com/duruii/replica-aucb
• Owner: DURUII
• License: gpl-3.0
• Created: 2023-12-15T18:17:01.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-12-17T07:04:55.000Z (over 1 year ago)
• Last Synced: 2023-12-17T23:49:58.932Z (over 1 year ago)
• Topics: aucb, aution, bandit-algorithms, bandits, cmab, mab, multi-armed-bandit
• Language: Python
• Homepage:
• Size: 3.83 MB
• Stars: 2
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Replica-AUCB: Auction-Based Combinatorial Multi-Armed Bandit Mechanisms with Strategic Arms

> Developed and tested on Apple M1, macOS 13.5.2 (22G91).

## Overview

This repository houses the Python implementation of the Auction-Based Combinatorial Multi-Armed Bandit (AUCB)

algorithms, which is based on the work presented in the following paper:

```

@inproceedings{gao2021auction,

  title={Auction-based combinatorial multi-armed bandit mechanisms with strategic arms},

  author={Gao, Guoju and Huang, He and Xiao, Mingjun and Wu, Jie and Sun, Yu-E and Zhang, Sheng},

  booktitle={IEEE INFOCOM 2021-IEEE Conference on Computer Communications},

  pages={1--10},

  year={2021},

  organization={IEEE}

}

```

Our codebase seeks to faithfully replicate the algorithms and experiments documented, thereby enabling verification of

the paper's claims.

## Experimental Results

The replicated experimental results are illustrated in the figure below:

![Replicated Experimental Results](fig.jpg)

## Issues

For bugs, questions, or discussions, please use the issues section of this repository.

## Contributions

We welcome contributions to enhance the accuracy of replication. Fork the repository, commit your changes, and make a

pull request.