We establish a coupled spatial diffusion via forward-backward stochastic partial differential equations (SPDEs) whose drift parameters and related vectors can be mapped to different real-world attentions for AGI. We use this spatial diffusion model to support online decision-making for interactive smart agents/robots or generally smart bodies with AGI through establishing a generalized quantum transformer (Q-Transformer). This spatial Q-transformer has the capability of prediction and adaptive feedback control via big model regression, which consists of quantum encode-decode two parts of convolutional neural networks. This newly designed Q-Transformer is integrated into our previously developed quantum cloud computing platform as its smart federated learning engine, which is supported by our recently published neutral atom quantum computer. The main purpose to develop such an integrated big model platform system is to conduct real-world high-dimensional spatial AI online decision-making. Specific applications such as multiple objective based robot/drone routing, agent resource allocation, and dynamic pricing will be given. Related optimization and equilibrium policies will be trained with numerical simulations.

Wanyang Dai is a Distinguished Professor in Nanjing University, Chief Scientist in Su Xia Control Technology. He is the President & CEO of (Blockchain & Quantum-Computing) SIR Forum, President of Jiangsu Probability & Statistical Society, Chairman of Jiangsu BigData-Blockchain and Smart Information Special Committee. He received his Ph.D. in mathematics and systems & industrial engineering from Georgia Institute of Technology in USA. He was an MTS and principal investigator in U.S. based AT&T Bell Labs (currently Nokia Bell Labs) with some project won “Technology Transfer” now called cloud system. He was the Chief Scientist in DepthsData Digital Economic Research Institute. He published numerous influential papers in big name journals including Journal of Applied Statistics, Mathematics, Probability in the Engineering and Informational Sciences, Quantum Information Processing, Operations Research, Operational Research, Queueing Systems, Computers & Mathematics with Applications, Communications in Mathematical Sciences, and Journal of Computational and Applied Mathematics, Mathematical and Computer Modelling of Dynamical Systems. He received various academic awards and has presented over 70 keynote/plenary speeches in IEEE/ACM, big data and cloud computing, artificial intelligence and robot, quantum computing and communication technology, computational and applied mathematics, biomedical engineering, mathematics & statistics, and other international conferences. He has been serving as IEEE/ACM conference chairs, editors-in-chief and editorial board members for various international journals ranging from artificial intelligence, machine learning, data science, wireless communication, pure mathematics & statistics to their applications. He is the Guest Editor of MDPI Mathematics Special Issue of Probability Statistics, a Guest Editor of (Springer Journal) Mobile Networks and Applications, and an Associate Editor of (Elsevier Journal) Results in Applied Mathematics.