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Ningkang Peng
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Ningkang Peng15 visible / 15 total nodes / 69 links

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Co-authorshipRelated contextCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipWorks onWorks onCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipWorks onWorks onWorks onWorks onWorks onWorks onAuthorshipAuthorshipAuthorshipAuthorshipWorks onWorks onWorks onWorks onWorks onWorks onWorks onWorks onWorks onAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalAuthorshipAuthorshipAuthorshipAuthorshipNingkang PengANingkang PengResearcherHamBR: Active Decision Boundary Restoration Based on Hamiltonian Dynamics for Learning with Noisy LabelsWHamBR: Active Decision ...preprint / 2026Is Complex Training Necessary for Long-Tailed OOD Detection? A Re-think from Feature GeometryWIs Complex Training Nec...preprint / 2026Radial-Angular Geometry for Reliable Update Diagnosis in Noisy-Label LearningWRadial-Angular Geometry...preprint / 2026When Accuracy Is Not Enough: Uncertainty Collapse between Noisy Label Learning and Out-of-Distribution DetectionWWhen Accuracy Is Not En...preprint / 2026Jingyang MaoAJingyang MaoResearcherXiaoqian PengAXiaoqian PengResearcherWeiguang QuAWeiguang QuResearcherQianfeng YuAQianfeng YuResearcherYanhui GuAYanhui GuResearcherPeirong MaAPeirong MaResearcherComputer VisionTComputer Vision30606 worksXuanming ChenAXuanming ChenResearcherRunhan ZhouARunhan ZhouResearcherMachine LearningTMachine Learning49008 works
Person14 links

Ningkang Peng

Researcher

PaperHamBR: Active Decision Boundary Restoration Based on Hamiltonian Dynamics for Learning with Noisy LabelsAuthorship / preprint / 2026PaperIs Complex Training Necessary for Long-Tailed OOD Detection? A Re-think from Feature GeometryAuthorship / preprint / 2026PaperRadial-Angular Geometry for Reliable Update Diagnosis in Noisy-Label LearningAuthorship / preprint / 2026PaperWhen Accuracy Is Not Enough: Uncertainty Collapse between Noisy Label Learning and Out-of-Distribution DetectionAuthorship / preprint / 2026PersonYanhui GuCo-authorship / ResearcherPersonJingyang MaoCo-authorship / ResearcherPersonXiaoqian PengCo-authorship / ResearcherPersonPeirong MaCo-authorship / Researcher

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