A Stochastic Composite Augmented Lagrangian Method for Reinforcement Learning

In this paper, we consider the linear programming (LP) formulation for deep reinforcement learning. The number of the constraints depends on the size of state and action spaces, which makes the pro…

Efficient Decoders for Short Block Length Codes in 6G URLLC

This article reviews the potential channel decoding techniques for ultra-reliable low-latency communications (URLLC). URLLC is renowned for its stringent requirements including ultra-reliability, l…

A New Perfectly Matched Layer Method for the Helmholtz Equation in Nonconvex …

A new coupled perfectly matched layer (PML) method is proposed for the Helmholtz equation in the whole space with inhomogeneity concentrated on a nonconvex domain. Rigorous analysis is presented fo…

Learning Single/Multi-Attribute of Object With Symmetry and Group

Attributes and objects can compose diverse compositions. To model the compositional nature of these concepts, it is a good choice to learn them as transformations, e.g., coupling and decoupling. Ho…

Online Structural Change-Point Detection of High-dimensional Streaming Data v…

High-dimensional streaming data are becoming increasingly ubiquitous in many fields. They often lie in multiple low-dimensional subspaces, and the manifold structures may change abruptly on the tim…

Transferable Interactiveness Knowledge for Human-Object Interaction Detection

Human-object interaction (HOI) Detection is an important problem to understand how humans interact with objects. In this paper, we explore Interactiveness Knowledge which indicates whether human an…

NetEase Cloud Music Data

This paper describes the impression/display data and corresponding user, creator, and music content card data from NetEase Cloud Music. This data set is collectively supplied by the Revenue Managem…

Intelligent Communications for Tactile Internet in 6G : Requirements, Technol…

In the presence of global pandemics, the increasing demands of remote healthcare, online education, and automation systems have driven the development of the Tactile Internet (TI), which aims to su…

Asymmetric CDC ROADMs for Efficient Support of Bi-Directionally Asymmetric Tr…

Minimizing Inter-Core Crosstalk Jointly in Spatial, Frequency, and Time Domai…

Elastic optical networks (EON) technology in combination with space division multiplexing (SDM) is considered as having the potential to expand the transmission capacity of optical transport networ…