proof blockPage 268%
This equation captures one of the core mathematical components of the system. where Kt, Vt ∈R(Np+t)×d. The attention output
Page and bbox are available; crop image is pending.
ZoomR: Memory Efficient Reasoning through Multi-Granularity Key Value Retrieval explores ZoomR reduces LLM inference memory by over 4x for long outputs through adaptive KV cache compression and multi-granularity retrieval of reasoning thoughts.. Commercial viability score: 7/10 in LLM Optimization.
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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/zoomr-memory-efficient-reasoning-through-multi-granularity-key-value-retrieval
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID zoomr-memory-efficient-reasoning-through-multi-granularity-key-value-retrieval | Route /paper/zoomr-memory-efficient-reasoning-through-multi-granularity-key-value-retrieval
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/zoomr-memory-efficient-reasoning-through-multi-granularity-key-value-retrievalMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.10898"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "ZoomR: Memory Efficient Reasoning through Multi-Granularity Key Value Retrieval",
"normalized_query": "2604.10898",
"route": "/paper/zoomr-memory-efficient-reasoning-through-multi-granularity-key-value-retrieval",
"paper_ref": "zoomr-memory-efficient-reasoning-through-multi-granularity-key-value-retrieval",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/zoomr-memory-efficient-reasoning-through-multi-granularity-key-value-retrieval
Subject: ZoomR: Memory Efficient Reasoning through Multi-Granularity Key Value Retrieval
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
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Preparing verified analysis
Dimensions overall score 7.0
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. where Kt, Vt ∈R(Np+t)×d. The attention output
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/zoomr-memory-efficient-reasoning-through-multi-granularity-key-value-retrieval
Paper ref
zoomr-memory-efficient-reasoning-through-multi-granularity-key-value-retrieval
arXiv id
2604.10898
Generated at
2026-04-14T16:50:42.694Z
Evidence freshness
stale
Last verification
2026-04-14T16:50:42.694Z
Sources
3
References
0
Coverage
50%
Lineage hash
c0bb1f62143068849d4980adf87942858c8d911c6f5dc804fed7044c83abcdaf
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
This equation captures one of the core mathematical components of the system. ¯LR = 250, ¯LS = 20, and |Iall| = 80, the memory
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. by 3% compared to c = 2. However, for c ≥
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.