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#sparse-reconstruction

HarmoCore:用于振荡波场稀疏重建的功能性潜扩散

arXiv cs.LG ↗ · 2026-09-02 缓存

HarmoCore 引入了一种功能性潜扩散方法,用于从稀疏传感器数据中重建振荡波场,在二维和三维场景中以最小感知实现了效率和精度的显著提升。

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#sparse-reconstruction

S$^4$R: Selective Sampling, Subspaces, and Sparse Reconstruction for Compressed Long-Context KV Caching

arXiv cs.CL ↗ · 2026-08-04 缓存

This paper introduces S4R, a low-rank KV cache compression method that combines selective token sampling, subspace construction, and sparse reconstruction to achieve up to 5× compression with near full-cache accuracy on LongBench and RULER benchmarks.

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