Author

Jiaojiao Jiang

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Preprint Aug 2026

Matched Excess-Outranker Regularization for Candidate-Set Interference in Continual Knowledge Graph Embedding

This work introduces Matched Excess-Outranker Regularization (MEOR), a host-level objective that compares smooth answer-relative newcomer pressure with score-blind, structurally matched old references and establishes candidate admission as a distinct source of continual rank loss.

Hao Ren, Jun-Bin Gao, Jiao-Jiao Jiang · 0 citations

#machine learning Preprint Sep 2026

Nearly Tight Rademacher Bounds for Sparsely Activated Neural Networks

An input may activate few hidden units even when different inputs collectively use an entire network. We study the statistical complexity of this input-dependent sparsity in the one-hidden-layer ReLU model of Awasthi et al. (COLT 2024). For width $s$, at most $k$ active units per input, and effective weight and bias bo...

Xiao-Yu Li, Zhizhou Sha, Jiao-Jiao Jiang et al. · 0 citations