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Related Articles from SNS
SparseX: Efficient Segment-Level KV Cache Sharing for Interleaved LLM Serving
arXiv:2606.01751v2 Announce Type: replace Abstract: In long-context LLM serving, the prefill stage often dominates time-to-first-token and computational cost. Although Prefix Cache in vLLM/PagedAttention has been widely used to reuse identical prompt prefixes, repeated content in practical applications frequently appears as non-prefix, cross-request, cross-turn, and cross-agent segments, which makes conventional cache mechanisms insufficient. This paper presents SparseX, a segment-level KV...
SparseX: Efficient Segment-Level KV Cache Sharing for Interleaved LLM Serving
arXiv:2606.01751v1 Announce Type: new Abstract: In long-context LLM serving, the prefill stage often dominates time-to-first-token and computational cost. Although Prefix Cache in vLLM/PagedAttention has been widely used to reuse identical prompt prefixes, repeated content in practical applications frequently appears as non-prefix, cross-request, cross-turn, and cross-agent segments, which makes conventional cache mechanisms insufficient. This paper presents SparseX, a segment-level KV Cache...