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Chunjie Yang

4 accepted papers

2024

Approximated Orthogonal Projection Unit: Stabilizing Regression Network Training Using Natural Gradient

NeurIPS 2024poster

Neural networks (NN) are extensively studied in cutting-edge soft sensor models due to their feature extraction and function approximation capabilities. Current research into network-based methods primarily focuses on models' offline accuracy. Notably, in industrial soft sensor context, online opti…

Cited by 2SourcePDFScholar
2024

RWMS: Reliable Weighted Multi-Phase for Semi-supervised Segmentation

AAAI 2024technical

Semantic segmentation is one of the tasks concerned in the field of computer vision. However, the cost of capturing large numbers of pixel-level annotations is expensive. Semi-supervised learning can utilize labeled and unlabeled data, providing new ideas for solving the problem of insufficient labe…

Cited by 1SourcePDFScholar
2022

STAD: Self-Training with Ambiguous Data for Low-Resource Relation Extraction

COLING 2022main

We present a simple yet effective self-training approach, named as STAD, for low-resource relation extraction. The approach first classifies the auto-annotated instances into two groups: confident instances and uncertain instances, according to the probabilities predicted by a teacher model. In cont…