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Autonomous Research Project Management as an Agent Skill: A Case Study in Exact Spectral Spatial Regression

This work presents an end-to-end demonstration of autonomous machine learning research conducted by an agent skill on consumer hardware. The demonstration evaluates an FFT-based Kernel Ridge Regression (KRR) solver for regular spatial grids using 2005 monthly NOAA Kaplan SST v2 anomaly fields on a…

By Alexander Chen (University of New South Wales), Jeffrey Meng (University of New South Wales), Bram Hoex (University of New South Wales, GreenDynamics), Tong Xie (University of New South Wales, GreenDynamics)arXiv cs.LG

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Originally published by arXiv cs.LG on Sep 30, 2026.

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