HP-Edit: A Human-Preference Post-Training Framework for Image Editing

HP-Edit: A Human-Preference Post-Training Framework for Image Editing | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/hp-edit-a-human-preference-post-training-framework-for-image-editing

stale

Proof freshness: stale
Proof status: verified
Display score: 8/10
Last proof check: 2026-04-22
Score updated: 2026-04-22
Score fresh until: 2026-05-22
References: 244
Source count: 4
Coverage: 83%

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 hp-edit-a-human-preference-post-training-framework-for-image-editing | Route /signal-canvas/hp-edit-a-human-preference-post-training-framework-for-image-editing

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/hp-edit-a-human-preference-post-training-framework-for-image-editing

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "hp-edit-a-human-preference-post-training-framework-for-image-editing",
    "query_text": "Summarize HP-Edit: A Human-Preference Post-Training Framework for Image Editing"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "HP-Edit: A Human-Preference Post-Training Framework for Image Editing",
  "normalized_query": "2604.19406",
  "route": "/signal-canvas/hp-edit-a-human-preference-post-training-framework-for-image-editing",
  "paper_ref": "hp-edit-a-human-preference-post-training-framework-for-image-editing",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: stale

Claims: 1

References: 244

Proof: Verified

Freshness state: stale

Source paper: HP-Edit: A Human-Preference Post-Training Framework for Image Editing

PDF: https://arxiv.org/pdf/2604.19406v1

Source count: 4

Coverage: 83%

Last proof check: 2026-04-22T20:32:44.310Z

Signal Canvas receipt window

Ready for execution: HP-Edit: A Human-Preference Post-Training Framework for Image Editing

/buildability/hp-edit-a-human-preference-post-training-framework-for-image-editing

Build Nowready

Subject: HP-Edit: A Human-Preference Post-Training Framework for Image Editing

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

HP-Edit: A Human-Preference Post-Training Framework for Image Editing

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