16 citations · 23 across the 7 of their papers we have counts for
4 papers · 1 filter
Equilibrium of Data Markets with Externality
Safwan Hossain, Yiling Chen
We model real-world data markets, where sellers post fixed prices and buyers are free to purchase from any set of sellers, as a simultaneous game. A key component here is the negat…
Proportionally Fair Online Allocation of Public Goods with Predictions
Siddhartha Banerjee, Vasilis Gkatzelis, Safwan Hossain +3
We design online algorithms for the fair allocation of public goods to a set of agents over a sequence of rounds and focus on improving their performance using predictions.…
The Effect of Strategic Noise in Linear Regression
Safwan Hossain, Nisarg Shah
We build on an emerging line of work which studies strategic manipulations in training data provided to machine learning algorithms. Specifically, we focus on the ubiquitous task o…
Fair Algorithms for Multi-Agent Multi-Armed Bandits
Safwan Hossain, Evi Micha, Nisarg Shah
We propose a multi-agent variant of the classical multi-armed bandit problem, in which there are agents and arms, and pulling an arm generates a (possibly different) stocha…