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Showing papers from Shenzhen University of Advanced Technology Show all papers

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NeurIPS 2026Beijing University of Posts and Huazhong University of Science aQueen Mary, University of LondonMohamed bin Zayed University of Shenzhen University of Advanced Federated learning

Rehearsal-Free Statistical Prototype Regularization for Federated Incremental Learning

Xiuying Wang, Yichen Li, Jiahua Cheng, Xiwei Liu and 3 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026ShandongPekingXi'an JiaotongHeilongjiangSHENZHEN INSTITUTE of ARTIFICIALPrivacy

SMI: Statistical Membership Inference for Reliable Unlearned Model Auditing

SMI replaces MIA-based unlearned model auditing with training-free statistical estimation of non-member mixture proportions in feature space, yielding reliable forgetting rates and bootstrap reliability ranges.

Jialong Sun, Zeming Wei, Jiaxuan Zou, Jiacheng Gong and 5 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 3/5