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LumaFlux: Lifting 8-Bit Worlds to HDR Reality with Physically-Guided Diffusion Transformers

Stale19d agoVerification pending / evidence receipt incomplete
Viability
0.0/10

Compared to this week’s papers

Verification pending

Use This Via API or MCP

Use Signal Canvas as the narrative proof surface

Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers

stale
Proof freshness
fresh
Proof status
unverified
Display score
7/10
Last proof check
2026-04-06
Score updated
2026-04-06
Score fresh until
2026-05-06
References
0
Source count
0
Coverage
0%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

LumaFlux: Lifting 8-Bit Worlds to HDR Reality with Physically-Guided Diffusion Transformers

Canonical ID lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers | Route /signal-canvas/lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers",
    "query_text": "Summarize LumaFlux: Lifting 8-Bit Worlds to HDR Reality with Physically-Guided Diffusion Transformers"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "LumaFlux: Lifting 8-Bit Worlds to HDR Reality with Physically-Guided Diffusion Transformers",
  "normalized_query": "2604.02787",
  "route": "/signal-canvas/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",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: LumaFlux: Lifting 8-Bit Worlds to HDR Reality with Physically-Guided Diffusion Transformers

PDF: https://arxiv.org/pdf/2604.02787v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-04-06T20:14:01.136Z

Signal Canvas receipt window

Watch and verify: LumaFlux: Lifting 8-Bit Worlds to HDR Reality with Physically-Guided Diffusion Transformers

/buildability/lumaflux-lifting-8-bit-worlds-to-hdr-reality-with-physically-guided-diffusion-transformers

Watchwatch

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.

Time to first demo

Insufficient data

No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.

Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

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

Freshness

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%

Hash state

Lineage hash

32efaf40da91faf58442ded7f62aadd4d6030d7621cad6ed26e661cf147c58c3

Canonical opportunity-kernel lineage hash.

Signature state

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.

Blockers

  • Missing: paper_evidence_receipts.references_count
  • Missing: paper_evidence_receipts.coverage
  • Unknown: Canonical evidence receipt has not been materialized yet.

Verification pending / evidence receipt incomplete

paper_evidence_receipts.references_count

paper_evidence_receipts.coverage

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Paper Conversation

Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.

Paper Mode

LumaFlux: Lifting 8-Bit Worlds to HDR Reality with Physically-Guided Diffusion Transformers

Overall score: 7/10
Lineage: 32efaf40da91

Canonical Paper Receipt

Last verification: 2026-04-06T20:14:01.136Z

Freshness: fresh

Proof: unverified

Repo: missing

References: 0

Sources: 0

Coverage: 0%

Missingness
  • - paper_evidence_receipts.references_count
  • - paper_evidence_receipts.coverage
Unknowns
  • - Canonical evidence receipt has not been materialized yet.

Preparing verified analysis

Dimensions overall score 7.0

GitHub Code Pulse

No public code linked for this paper yet.

Claim map

No public claim map is available for this paper yet.

Author intelligence and commercialization panels stay hidden until the proof receipt is verified, cites at least 3 references, includes at least 2 sources, and clears 50% coverage. The paper narrative and citation surfaces remain public while verification is pending.

Startup potential card

Startup potential card preview

Related Resources

Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.

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