MPMAB_BEACON

This is code used for the paper "Decentralized Multi-player Multi-armed Bandits: Beyond Linear Reward Functions", Neurips 2021.

Requirements

• Python 3.7
• matplotlib
• numpy
• scipy

Experiments

1 random instances with linear or proportional fairness reward function: exp_random_instances.py

2 (M, K)=(5,5) with linear reward function: exp_linear.py

3 (M, K)=(6,8) with max_min reward function: exp_minimal.py

4 (M, K)=(6,8) with proportional fairness reward function: exp_proportional_fairness.py