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Author

Jiarun Fu

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Aug 2026

Harnessing Multilevel Circulant Matrices for Generalizable Spectral Kernel Learning.

SpectraMancer, which learns kernels directly in the Fourier spectral domain induced by multilevel circulant matrices, thereby enabling generalizable kernel learning for complex data and improves spectrum-aware kernel selection and predictive performance across diverse benchmarks.

Li-Zhong Ding, Jiarun Fu, Qiuning Wei et al. · 0 citations
Jul 2026

CHILL-Harness: Counterfactual Harness Learning for Efficient Reasoning in Long-Horizon Agents

CHILL-Harness intervenes at the orchestration layer to enable advantage-guided workflow adaptation, thereby improving reasoning and execution efficiency while preserving task performance and incorporating a success-preserving objective and advantage-margin authorization constraints into CHILL-Harness to promote reliabl...

Jiarun Fu, Lizhong Ding, Si-Da Chen et al. · 0 citations

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