1 citations · 1 across the 6 of their papers we have counts for
Showing 2024 · cs.LGShow all
2 papers · 2 filters
cs.LG2024
Influence of Recommender Systems on Users: A Dynamical Systems Analysis
Prabhat Lankireddy, Jayakrishnan Nair, D Manjunath
We analyze the unintended effects that recommender systems have on the preferences of users that they are learning. We consider a contextual multi-armed bandit recommendation algor…
cs.LG2024
Influencing Bandits: Arm Selection for Preference Shaping
Viraj Nadkarni, D. Manjunath, Sharayu Moharir
We consider a non stationary multi-armed bandit in which the population preferences are positively and negatively reinforced by the observed rewards. The objective of the algorithm…