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DepthWeave-KV: Token-Adaptive Cross-Layer Residual Factorization for Long-Context KV Cache Compression

arXiv cs.AI · 2026-07-08 Cached

DepthWeave-KV is a token-adaptive cross-layer residual factorization method for compressing KV cache in long-context transformer inference, achieving 8.3x memory reduction and 72.8 tokens/s at 64K context while preserving near-full-cache task quality across benchmarks.

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