activity
20192026
most citedSoftMatch: Addressing the Quantity-Quality Trade-off in Semi-supervised Learning

90 citations · 136 across the 5 of their papers we have counts for

collaborators

6 papers

cs.CV2026

A Smart Classroom Behavior Analysis Framework with a New Highly Congested Classroom Dataset

Wei Xu, Maoxiang Chu, Yuelong Fan +5

Student behavior detection is important for intelligent classroom analysis but remains challenging in large-class scenarios due to dense instance co-occurrence, asymmetric occlusio…

cs.CV2023

SSB: Simple but Strong Baseline for Boosting Performance of Open-Set Semi-Supervised Learning

Yue Fan, Anna Kukleva, Dengxin Dai +1

Semi-supervised learning (SSL) methods effectively leverage unlabeled data to improve model generalization. However, SSL models often underperform in open-set scenarios, where unla…

cs.LG2023★ 90 cited

SoftMatch: Addressing the Quantity-Quality Trade-off in Semi-supervised Learning

Hao Chen, Ran Tao, Yue Fan +6

The critical challenge of Semi-Supervised Learning (SSL) is how to effectively leverage the limited labeled data and massive unlabeled data to improve the model's generalization pe…

cs.CV2022★ 4 cited

An Embarrassingly Simple Baseline for Imbalanced Semi-Supervised Learning

Hao Chen, Yue Fan, Yidong Wang +5

Semi-supervised learning (SSL) has shown great promise in leveraging unlabeled data to improve model performance. While standard SSL assumes uniform data distribution, we consider…

cs.LG2022★ 42 cited

USB: A Unified Semi-supervised Learning Benchmark for Classification

Yidong Wang, Hao Chen, Yue Fan +19

Semi-supervised learning (SSL) improves model generalization by leveraging massive unlabeled data to augment limited labeled samples. However, currently, popular SSL evaluation pro…

cs.SI2019

Tag2Vec: Learning Tag Representations in Tag Networks

Junshan Wang, Zhicong Lu, Guojie Song +3

Network embedding is a method to learn low-dimensional representation vectors for nodes in complex networks. In real networks, nodes may have multiple tags but existing methods ign…