Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: While distributed POMDPs provide an expressive framework for modeling multiagent collaboration problems, NEXP-Complete complexity hinders their scalability and application in real-world domains.  introduces a subclass of distributed POMDPs, andTREMOR,a novel algorithm tosolvesuch distributedPOMDPs. Two major novelties in TREMOR are (i) use of social model shapingtocoordinate agents, (ii)harnessing efficient singleagent-POMDP solvers. Experimental results demonstrate that TREMOR may provide solutions orders of magnitude faster than existing algorithms while achieving comparable, or even superior, solution quality.
['Pradeep Varakantham', 'Jun-young Kwak', 'Matthew E. Taylor', 'Janusz Marecki', 'Paul Scerri', 'Milind Tambe']
I am writing a research paper on a idea Exploiting Coordination Locales in Distributed POMDPs via Social Model Shaping
[{"from": "human", "value": "I am writing a research paper on a idea Exploiting Coordination Locales in Distributed POMDPs via Social Model Shaping"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: While distributed POMDPs provide an expressive framework for modeling multiagent collaboration problems, NEXP-Complete complexity hinders their scalability and application in real-world domains.  introduces a subclass of distributed POMDPs, andTREMOR,a novel algorithm tosolvesuch distributedPOMDPs. Two major novelties in TREMOR are (i) use of social model shapingtocoordinate agents, (ii)harnessing efficient singleagent-POMDP solvers. Experimental results demonstrate that TREMOR may provide solutions orders of magnitude faster than existing algorithms while achieving comparable, or even superior, solution quality."}]