Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs
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/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
- Proof freshness
- fresh
- Proof status
- unverified
- Display score
- 3/10
- 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
Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs
Canonical ID random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms | Route /signal-canvas/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llmsMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms",
"query_text": "Summarize Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs",
"normalized_query": "2604.02766",
"route": "/signal-canvas/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms",
"paper_ref": "random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs
PDF: https://arxiv.org/pdf/2604.02766v1
Repository: https://github.com/BootsofLagrangian/random-vs-apl
Source count: Pending verification
Coverage: 0%
Last proof check: 2026-04-06T20:17:43.292Z
Signal Canvas receipt window
Not build-ready: Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs
/buildability/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
Subject: Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
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/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
Paper ref
random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
arXiv id
2604.02766
Freshness
Generated at
2026-04-06T20:17:43.292Z
Evidence freshness
fresh
Last verification
2026-04-06T20:17:43.292Z
Sources
0
References
0
Coverage
0%
Hash state
Lineage hash
8c70315b20c142cbe65a5122b0cdc9be0f242e8e5eab45ae7fc442b10ce5c9e8
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
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs
Canonical Paper Receipt
Last verification: 2026-04-06T20:17:43.292ZFreshness: fresh
Proof: unverified
Repo: unknown
References: 0
Sources: 0
Coverage: 0%
- - paper_evidence_receipts.references_count
- - paper_evidence_receipts.coverage
- - Canonical evidence receipt has not been materialized yet.
Preparing verified analysis
Dimensions overall score 3.0
GitHub Code Pulse
Claim map
No public claim map is available for this paper yet.
Startup potential card
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