74 citations · 279 across the 24 of their papers we have counts for
5 papers · 1 filter
SIPOMDPLite-Net: Lightweight, Self-Interested Learning and Planning in POSGs with Sparse Interactions
Gengyu Zhang, Prashant Doshi
This work introduces sIPOMDPLite-net, a deep neural network (DNN) architecture for decentralized, self-interested agent control in partially observable stochastic games (POSGs) wit…
Active Deception using Factored Interactive POMDPs to Recognize Cyber Attacker's Intent
Aditya Shinde, Prashant Doshi, Omid Setayeshfar
This paper presents an intelligent and adaptive agent that employs deception to recognize a cyber adversary's intent. Unlike previous approaches to cyber deception, which mainly fo…
Scalable Decision-Theoretic Planning in Open and Typed Multiagent Systems
Adam Eck, Maulik Shah, Prashant Doshi +1
In open agent systems, the set of agents that are cooperating or competing changes over time and in ways that are nontrivial to predict. For example, if collaborative robots were t…
Individual Planning in Agent Populations: Exploiting Anonymity and Frame-Action Hypergraphs
Ekhlas Sonu, Yingke Chen, Prashant Doshi
Interactive partially observable Markov decision processes (I-POMDP) provide a formal framework for planning for a self-interested agent in multiagent settings. An agent operating…
Team Behavior in Interactive Dynamic Influence Diagrams with Applications to Ad Hoc Teams
Muthukumaran Chandrasekaran, Prashant Doshi, Yifeng Zeng +1
Planning for ad hoc teamwork is challenging because it involves agents collaborating without any prior coordination or communication. The focus is on principled methods for a singl…