This equation captures one of the core mathematical components of the system. no lower layer; at l = L, only vertical dependencies remain
SparKV: Overhead-Aware KV Cache Loading for Efficient On-Device LLM Inference explores SparKV is an adaptive KV cache loading framework for on-device LLM inference that reduces Time-to-First-Token by up to 5.1x and lowers energy consumption, making LLMs more practical for edge devices.. Commercial viability score: 8/10 in LLM Inference Optimization.
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Canonical route: /paper/sparkv-overhead-aware-kv-cache-loading-for-efficient-on-device-llm-inference
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Agent Handoff
Canonical ID sparkv-overhead-aware-kv-cache-loading-for-efficient-on-device-llm-inference | Route /paper/sparkv-overhead-aware-kv-cache-loading-for-efficient-on-device-llm-inference
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/sparkv-overhead-aware-kv-cache-loading-for-efficient-on-device-llm-inferenceMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.21231"
}
}source_context
{
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}Paper proof page receipt window
/buildability/sparkv-overhead-aware-kv-cache-loading-for-efficient-on-device-llm-inference
Subject: SparKV: Overhead-Aware KV Cache Loading for Efficient On-Device LLM Inference
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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Insufficient data
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Dimensions overall score 8.0
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This equation captures one of the core mathematical components of the system. no lower layer; at l = L, only vertical dependencies remain
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Receipt path
/buildability/sparkv-overhead-aware-kv-cache-loading-for-efficient-on-device-llm-inference
Paper ref
sparkv-overhead-aware-kv-cache-loading-for-efficient-on-device-llm-inference
arXiv id
2604.21231
Generated at
2026-04-24T20:26:01.850Z
Evidence freshness
stale
Last verification
2026-04-24T20:26:01.850Z
Sources
3
References
0
Coverage
50%
Lineage hash
02ce99c39c237f9a4ef3cccb38dbcb0469f0cc36585b4497211b12eb596a4475
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
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Verification
not_verified
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Pending verification refs / 3 sources / Verification pending
repo_url
references
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This equation captures one of the core mathematical components of the system. ws(c) = 1 tstream(c) + X tcomp(c′) c∈C tcomp(c) xcomp c (k) o . c′∈As(c) X wc(c) = 1 tcomp(c) + X
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. tcomp(c′) c∈C tcomp(c) xcomp c (k) o . c′∈As(c) X wc(c) = 1 tcomp(c) + X tcomp(c′).
Page and bbox are available; crop image is pending.
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