Deep Learning
2 Preliminaries Nonparametricregression. Consideranonparametricregressionmodelwithrandomcovariates Yi "f0pXiq` i, i"1,,n, (1) whereXi "pxi1,,xipqt Upr 1,1spq1,U denotes theuniform distribution,i
Sparsedeeplearning aimstoaddress thechallenge ofhugestorage consumption by deep neural networks, and to recover the sparse structure of target functions.
AutonomousAgentsforCollaborativeTaskunder InformationAsymmetry
It communicates among agents within the system to collaboratively solve tasks, under the premise of shared information. However, when agents' collaborations are leveraged to perform multi-person tasks, a new challenge arisesduetoinformation asymmetry,sinceeachagentcanonlyaccess theinformationofitshumanuser.
forSemanticSegmentation
The size of the circle indicates the number of parameters. Larger circles mean more parameters.
