Learning with Partial Labels from Semi-supervised Perspective

1 code implementation • 24 Nov 2022 • Ximing Li, Yuanzhi Jiang, Changchun Li, Yiyuan Wang, Jihong Ouyang

Inspired by the impressive success of deep Semi-Supervised (SS) learning, we transform the PL learning problem into the SS learning problem, and propose a novel PL learning method, namely Partial Label learning with Semi-supervised Perspective (PLSP).

Contrastive Learning Partial Label Learning +1

Generating Long Financial Report using Conditional Variational Autoencoders with Knowledge Distillation

no code implementations • 23 Oct 2020 • Yunpeng Ren, Ziao Wang, Yiyuan Wang, Xiaofeng Zhang

Particularly, we choose Bi-GRU as the encoder and decoder component of CVAE, and learn the latent variable distribution from input news.

Knowledge Distillation

Local Search for Minimum Weight Dominating Set with Two-Level Configuration Checking and Frequency Based Scoring Function

no code implementations • 15 Feb 2017 • Yiyuan Wang, Shaowei Cai, Minghao Yin

This paper proposes a new local search algorithm for the MWDS problem, which is based on two new ideas.