proof blockPage 368%
This equation captures one of the core mathematical components of the system. T Y t=1 p(xt | x1, x2, . . . , xt−1) p(x) =
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VARestorer: One-Step VAR Distillation for Real-World Image Super-Resolution explores VARestorer distills pre-trained visual autoregressive models into a one-step super-resolution system, achieving state-of-the-art results with significantly faster inference.. Commercial viability score: 8/10 in Image Super-Resolution.
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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/varestorer-one-step-var-distillation-for-real-world-image-super-resolution
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID varestorer-one-step-var-distillation-for-real-world-image-super-resolution | Route /paper/varestorer-one-step-var-distillation-for-real-world-image-super-resolution
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/varestorer-one-step-var-distillation-for-real-world-image-super-resolutionMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.21450"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "VARestorer: One-Step VAR Distillation for Real-World Image Super-Resolution",
"normalized_query": "2604.21450",
"route": "/paper/varestorer-one-step-var-distillation-for-real-world-image-super-resolution",
"paper_ref": "varestorer-one-step-var-distillation-for-real-world-image-super-resolution",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/varestorer-one-step-var-distillation-for-real-world-image-super-resolution
Subject: VARestorer: One-Step VAR Distillation for Real-World Image Super-Resolution
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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.
Receipt path
/buildability/varestorer-one-step-var-distillation-for-real-world-image-super-resolution
Paper ref
varestorer-one-step-var-distillation-for-real-world-image-super-resolution
arXiv id
2604.21450
Generated at
2026-04-24T20:25:45.139Z
Evidence freshness
fresh
Last verification
2026-04-24T20:25:45.139Z
Sources
4
References
0
Coverage
67%
Lineage hash
130085b8772b2d434e1ac35966a223e595005bb406fd57fbc660dbb4681eb70c
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 / 4 sources / Verification pending
references
proof_status
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 8.0
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Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. T Y t=1 p(xt | x1, x2, . . . , xt−1) p(x) =
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. next-scale prediction mechanism, where an image x ∈RH×W ×C is represented as a sequence of
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This equation captures one of the core mathematical components of the system. K Y k=1 p(rk | r1, r2, . . . , rk−1) p(x) = where rk ∈[V ]hk×wk is the token
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