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Jingrui He

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Book Open access Aug 2026

DuET: Dual-View Tensor-to-Topology Spectral Adapter for Enhancing Sparse Tensor Factorization

Many real-world datasets, ranging from web-interaction logs to biomedical networks, can be represented as sparse tensors where most entries are unobserved. Tensor factorization (TF) learns latent representations and a predictor to estimate unobserved entries and has been widely applied to higher-order recommendation, b...

Jun-Gi Jang, Jingrui He, A. Margenot et al. · 0 citations
Book Open access Aug 2026

Generalizable Multi-Pass Training of Ads Recommendation Models with Foundation Model Guidance

High-capacity Click-Through Rate (CTR) models for ads recommendation often exhibit pronounced one-epoch overfitting: performance peaks after a single training pass (epoch) over the data, while additional epochs degrade generalization as the model memorizes noise in high-variance click labels. To address this challenge,...

Yunzhe Qi, Qinghai Zhou, Bo-Yang Liu et al. · 0 citations

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