Abstract: Highlights•LRDG achieves full constraints on pseudo-label.•A pseudo-label based dynamic graph is designed to constrain the feature weights.•Latent representation learning is used to mine reliable label information.•A convergent algorithm is designed to optimally solve LRDG.
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