35 citations · 89 across the 43 of their papers we have counts for
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cs.MA2022
Learning Individual Policies in Large Multi-agent Systems through Local Variance Minimization
Tanvi Verma, Pradeep Varakantham
In multi-agent systems with large number of agents, typically the contribution of each agent to the value of other agents is minimal (e.g., aggregation systems such as Uber, Delive…
cs.LG2022★ 1 cited
Towards Soft Fairness in Restless Multi-Armed Bandits
Dexun Li, Pradeep Varakantham
Restless multi-armed bandits (RMAB) is a framework for allocating limited resources under uncertainty. It is an extremely useful model for monitoring beneficiaries and executing ti…
cs.LG2022★ 4 cited
Efficient Resource Allocation with Fairness Constraints in Restless Multi-Armed Bandits
Dexun Li, Pradeep Varakantham
Restless Multi-Armed Bandits (RMAB) is an apt model to represent decision-making problems in public health interventions (e.g., tuberculosis, maternal, and child care), anti-poachi…