Towards Fairness in Personalized Ads Using Impression Variance Aware Reinforcement Learning.
Aditya Srinivas TimmarajuMehdi MashayekhiMingliang ChenQi ZengQuintin FettesWesley CheungYihan XiaoManojkumar Rangasamy KannadasanPushkar TripathiSean GahaganMiranda BogenRob RoudaniPublished in: CoRR (2023)
Keyphrases
- reinforcement learning
- function approximation
- model free
- adaptive learning
- state space
- correlation coefficient
- resource allocation
- e learning
- learning algorithm
- robotic control
- prediction error
- variance reduction
- keywords
- transfer learning
- reinforcement learning algorithms
- policy search
- online advertising
- markov decision processes
- multi agent reinforcement learning
- low variance
- user modeling
- game theory
- optimal policy
- user profiles
- targeted advertising
- learning problems
- personalized information
- neural network
- context aware
- learning process
- machine learning