Unified Optimal Transport Framework for Universal Domain Adaptation

1 code implementation • 31 Oct 2022 • Wanxing Chang, Ye Shi, Hoang Duong Tuan, Jingya Wang

Notably, UniOT is the first method with the capability to automatically discover and recognize private categories in the target domain for UniDA.

Representation Learning Universal Domain Adaptation

Alternating Differentiation for Optimization Layers

1 code implementation • 3 Oct 2022 • Haixiang Sun, Ye Shi, Jingya Wang, Hoang Duong Tuan, H. Vincent Poor, DaCheng Tao

In this paper, we developed a new framework, named Alternating Differentiation (Alt-Diff), that differentiates optimization problems (here, specifically in the form of convex optimization problems with polyhedral constraints) in a fast and recursive way.

Physical Layer Security: Detection of Active Eavesdropping Attacks by Support Vector Machines

no code implementations • 2 Mar 2020 • Tiep M. Hoang, Trung Q. Duong, Hoang Duong Tuan, Sangarapillai Lambotharan, Emi Garcia-Palacios, Long D. Nguyen

This paper presents a framework for converting wireless signals into structured datasets, which can be fed into machine learning algorithms for the detection of active eavesdropping attacks at the physical layer.