1 citations · 2 across the 4 of their papers we have counts for
3 papers · 1 filter
Regret Lower Bounds for Decentralized Multi-Agent Stochastic Shortest Path Problems
Utkarsh U. Chavan, Prashant Trivedi, Nandyala Hemachandra
Multi-agent systems (MAS) are central to applications such as swarm robotics and traffic routing, where agents must coordinate in a decentralized manner to achieve a common objecti…
Multi-Agent Congestion Cost Minimization With Linear Function Approximations
Prashant Trivedi, Nandyala Hemachandra
This work considers multiple agents traversing a network from a source node to the goal node. The cost to an agent for traveling a link has a private as well as a congestion compon…
Multi-agent Natural Actor-critic Reinforcement Learning Algorithms
Prashant Trivedi, Nandyala Hemachandra
Multi-agent actor-critic algorithms are an important part of the Reinforcement Learning paradigm. We propose three fully decentralized multi-agent natural actor-critic (MAN) algori…