45 citations · 52 across the 5 of their papers we have counts for
5 papers
Transformer-based Value Function Decomposition for Cooperative Multi-agent Reinforcement Learning in StarCraft
Muhammad Junaid Khan, Syed Hammad Ahmed, Gita Sukthankar
The StarCraft II Multi-Agent Challenge (SMAC) was created to be a challenging benchmark problem for cooperative multi-agent reinforcement learning (MARL). SMAC focuses exclusively…
On Almost Controllability of Dynamical Complex Networks with Noises
Ning Cai, Ming He, Qiu-Xuan Wu +1
This paper discusses the controllability problem of complex networks. It is shown that almost any weighted complex network with noise on the strength of communication links is cont…
A Novel Clustering Approach Based on Group Quasi-Consensus of Unstable Dynamic Linear High-Order Multi-Agent Systems
Ning Cai, Chen Diao, M. Junaid Khan
This paper introduces a novel approach of clustering, which is based on group consensus of dynamic linear high-order multi-agent systems. The graph topology is associated with a se…
Agent-Based Model for Rural-Urban Migration: A Dynamic Consideration
Ning Cai, Hai-Ying Ma, M. Junaid Khan
This paper develops a dynamic agent-based model for rural-urban migration, based on the previous relevant works. The model conforms to the typical dynamic linear multi-agent system…
On Swarm Stability of Linear Time-Invariant Descriptor Compartmental Networks
Ning Cai, M. Junaid Khan
Swarm stability is concerned for descriptor compartmental networks with linear time-invariant protocol. Compartmental network is a specific type of dynamical multi-agent system. Ne…