Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

Stale1d agoPending verification refs / 4 sources / Verification pending

Clone Repo Export Brief Open in Build Loop Connect with Author

View PDF ↗

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.

Signal Canvas API Paper Proof Page Open Build Loop Launch Pack Example

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/entropy-centroids-as-intrinsic-rewards-for-test-time-scaling

ready

Proof freshness: fresh
Proof status: unverified
Display score: 8/10
Last proof check: 2026-04-30
Score updated: 2026-04-30
Score fresh until: 2026-05-30
References: 0
Source count: 4
Coverage: 67%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

Canonical ID entropy-centroids-as-intrinsic-rewards-for-test-time-scaling | Route /signal-canvas/entropy-centroids-as-intrinsic-rewards-for-test-time-scaling

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/entropy-centroids-as-intrinsic-rewards-for-test-time-scaling

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "entropy-centroids-as-intrinsic-rewards-for-test-time-scaling",
    "query_text": "Summarize Entropy Centroids as Intrinsic Rewards for Test-Time Scaling"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Entropy Centroids as Intrinsic Rewards for Test-Time Scaling",
  "normalized_query": "2604.26173",
  "route": "/signal-canvas/entropy-centroids-as-intrinsic-rewards-for-test-time-scaling",
  "paper_ref": "entropy-centroids-as-intrinsic-rewards-for-test-time-scaling",
  "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: Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

PDF: https://arxiv.org/pdf/2604.26173v1

Repository: https://github.com/hkust-nlp/entropy-centroid

Source count: 4

Coverage: 67%

Last proof check: 2026-04-30T20:17:30.706Z

Signal Canvas receipt window

Ready for execution: Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

/buildability/entropy-centroids-as-intrinsic-rewards-for-test-time-scaling

Build Nowready

Subject: Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

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.

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/entropy-centroids-as-intrinsic-rewards-for-test-time-scaling

Paper ref

entropy-centroids-as-intrinsic-rewards-for-test-time-scaling

arXiv id

2604.26173

Freshness

Generated at

2026-04-30T20:17:30.706Z

Evidence freshness

fresh

Last verification

2026-04-30T20:17:30.706Z

Sources

References

Coverage

67%

Hash state

Lineage hash

e9eb13ce926c930ce3a29952bbf3032a18df33f2d6f7db2caac932d5bd0b8c68

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: references
Missing: proof_status
Unknown: proof verification has not been recorded yet

Pending verification refs / 4 sources / Verification pending

references

proof_status

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

Open receipt API receipt Build Loop Paper proof page Proof divergence Divergence API Brier outcomes API

Paper Conversation

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

Paper Mode

Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

Overall score: 8/10

Lineage: e9eb13ce926c…

Canonical Paper Receipt

Last verification: 2026-04-30T20:17:30.706Z

Freshness: fresh

Proof: unverified

Repo: active

References: 0

Sources: 4

Coverage: 67%

Missingness

- references
- proof_status

Unknowns

- proof verification has not been recorded yet

Preparing verified analysis

GitHub Code Pulse

Stars

Health

Last commit

5/1/2026

Forks

Open repository

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

Share on X LinkedIn

Related Resources

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

CursorIDE

AI-first code editor built on VS Code.

VS CodeIDE

Free, open-source editor by Microsoft.

Recommended Stack

PyTorchML Framework

FastAPIBackend

TensorFlowML Framework

JAXML Framework

KerasML Framework

Startup Essentials

Antigravity

AI Agent IDE

Render

Deploy Backend

Railway

Full-Stack Deploy

Supabase

Backend & Auth

Vercel

Deploy Frontend

Firebase

Google Backend

Hugging Face Hub

ML Model Hub

Banana.dev

GPU Inference

Estimated $10K - $14K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

Use Signal Canvas as the narrative proof surface

Signal Canvas proof surface

Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

Evidence Receipt

Ready for execution: Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

Compute envelope

Evidence ids

Freshness

Hash state

Signature state

Blockers

Paper Conversation

Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

Canonical Paper Receipt

GitHub Code Pulse

Claim map

Startup potential card

Related Resources

BUILDER'S SANDBOX

Build This Paper

Recommended Stack

Startup Essentials

MVP Investment

Talent Scout

Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

Use Signal Canvas as the narrative proof surface

Signal Canvas proof surface

Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

Evidence Receipt

Ready for execution: Entropy Centroids as Intrinsic Rewards for Test-Time Scaling

Compute envelope

Evidence ids

Freshness

Hash state

Signature state

Blockers

Canonical Paper Receipt

GitHub Code Pulse

Claim map

Keep exploring

Startup potential card

Related Resources

BUILDER'S SANDBOX

Build This Paper

Recommended Stack

Startup Essentials