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Thomas TCK Zhang

3 papers · 2024–2025 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze

Venues

ICML (2) ICLR (1)

Top co-authors

Nikolai Matni (3) George J. Pappas (1) James Anderson (1) Bruce D Lee (1) Hamed Hassani (1) Leonardo Felipe Toso (1) Behrad Moniri (1) Ansh Nagwekar (1) Anton Xue (1) Faraz Rahman (1)

Research topics

Machine Learning (3) Optimization & Theory · Machine Learning (3) Deep Learning (2) Artificial Intelligence (1) Application Areas (1) Core Methods (1) Learning Paradigms (1) Learning Types (1) Optimization & Theory · Deep Learning (1)

Keywords

sample complexity (2) learning theory (1) feature learning (1) excess risk (1) dependent data (1) linear representation learning (1) feature whiten (1) complexity (1) sgd (1) non-identical covariates (1) preconditioners (1) isotropic inputs (1) layer-wise preconditioning (1) representation learning (1) well-conditioned settings (1)

Papers

On The Concurrence of Layer-wise Preconditioning Methods and Provable Feature Learning ICML 2025 Guarantees for Nonlinear Representation Learning: Non-identical Covariates, Dependent Data, Fewer Samples ICML 2024 Sample-Efficient Linear Representation Learning from Non-IID Non-Isotropic Data ICLR 2024