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Dec 15, 2022 · Artificial Intelligence

How Adaptive Transfer Kernels Boost Low‑Resource Regression: IEEE TPAMI Insights

The paper introduces adaptive transfer kernel learning for transfer Gaussian process regression, defines transfer kernels mathematically, proposes three generalized forms and two improved kernels, proves their positive‑semi‑definiteness, and demonstrates superior performance on low‑resource regression tasks through extensive experiments.