This equation captures one of the core mathematical components of the system. N X s(l) j = ∥V (l) j ∥p i=j+1 α(l) i,j where ∥· ∥p denotes the vector norm. We co
DepthKV: Layer-Dependent KV Cache Pruning for Long-Context LLM Inference explores A layer-dependent KV cache pruning framework for long-context LLM inference that outperforms uniform pruning by allocating budget based on layer sensitivity.. Commercial viability score: 7/10 in LLM Inference Optimization.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/depthkv-layer-dependent-kv-cache-pruning-for-long-context-llm-inference
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID depthkv-layer-dependent-kv-cache-pruning-for-long-context-llm-inference | Route /paper/depthkv-layer-dependent-kv-cache-pruning-for-long-context-llm-inference
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/depthkv-layer-dependent-kv-cache-pruning-for-long-context-llm-inferenceMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.24647"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "DepthKV: Layer-Dependent KV Cache Pruning for Long-Context LLM Inference",
"normalized_query": "2604.24647",
"route": "/paper/depthkv-layer-dependent-kv-cache-pruning-for-long-context-llm-inference",
"paper_ref": "depthkv-layer-dependent-kv-cache-pruning-for-long-context-llm-inference",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/depthkv-layer-dependent-kv-cache-pruning-for-long-context-llm-inference
Subject: DepthKV: Layer-Dependent KV Cache Pruning for Long-Context LLM Inference
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 7.0
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. N X s(l) j = ∥V (l) j ∥p i=j+1 α(l) i,j where ∥· ∥p denotes the vector norm. We co
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.
Receipt path
/buildability/depthkv-layer-dependent-kv-cache-pruning-for-long-context-llm-inference
Paper ref
depthkv-layer-dependent-kv-cache-pruning-for-long-context-llm-inference
arXiv id
2604.24647
Generated at
2026-04-28T15:17:22.420Z
Evidence freshness
fresh
Last verification
2026-04-28T15:17:22.420Z
Sources
3
References
0
Coverage
50%
Lineage hash
4d2c5bb3594289f27892fdae2c2d0b38671a7530c349e4cb49183a0821de0070
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. i=j+1 α(l) i,j where ∥· ∥p denotes the vector norm. We consider both p =
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. both p = 1 and p = 2, using the former (i.e. the ℓ
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.