LumaFlux: Lifting 8-Bit Worlds to HDR Reality with Physically-Guided Diffusion Transformers explores LumaFlux uses a physically-guided diffusion transformer to convert 8-bit SDR video to 10-bit HDR, outperforming existing methods with a new dataset and benchmark.. Commercial viability score: 7/10 in Image Enhancement.
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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/lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers
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 lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers | Route /paper/lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformersMCP example
{
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"arguments": {
"arxiv_id": "2604.02787"
}
}source_context
{
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"query": "LumaFlux: Lifting 8-Bit Worlds to HDR Reality with Physically-Guided Diffusion Transformers",
"normalized_query": "2604.02787",
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"paper_ref": "lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers
Subject: LumaFlux: Lifting 8-Bit Worlds to HDR Reality with Physically-Guided Diffusion Transformers
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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Preparing verified analysis
Dimensions overall score 7.0
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Receipt path
/buildability/lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers
Paper ref
lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers
arXiv id
2604.02787
Generated at
2026-04-06T20:14:01.136Z
Evidence freshness
fresh
Last verification
2026-04-06T20:14:01.136Z
Sources
0
References
0
Coverage
0%
Lineage hash
32efaf40da91faf58442ded7f62aadd4d6030d7621cad6ed26e661cf147c58c3
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.
Verification pending / evidence receipt incomplete
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