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When to Evict, Not What to Keep: Draft-Guided Eviction for Training-Free KV-Cache Compression

Kang, Haeyong et al.
arXiv (All) · Papers
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computation-and-language
Training-free KV-cache compression methods such as SnapKV, H2O, and PyramidKV evict tokens at the end of prefill, aiming to preserve the attention mass that future queries are expected to use -optimizing what to keep. We show that this objective fails in two distinct ways. (1) Compensation: restorin
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