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Xing-Yu Shen

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#machine learning Preprint Oct 2026

Latent Compaction with Test-Time Training

Long contexts enlarge key--value (KV) caches, increasing memory use and attention costs during generation. Compressing these caches must preserve information for unseen questions. We introduce **Latent Compaction**, which learns a compact document-specific cache through test-time training. We initialize cache entries u...

Yingfa Chen, Xing-Yu Shen, Chao-Jun Xiao et al. · 0 citations

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