TALENT: Target-aware Efficient Tuning for Referring Image Segmentation

TALENT: Target-aware Efficient Tuning for Referring Image Segmentation | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/talent-target-aware-efficient-tuning-for-referring-image-segmentation

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-03
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 81
Source count: 4
Coverage: 67%

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 talent-target-aware-efficient-tuning-for-referring-image-segmentation | Route /signal-canvas/talent-target-aware-efficient-tuning-for-referring-image-segmentation

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/talent-target-aware-efficient-tuning-for-referring-image-segmentation

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "talent-target-aware-efficient-tuning-for-referring-image-segmentation",
    "query_text": "Summarize TALENT: Target-aware Efficient Tuning for Referring Image Segmentation"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "TALENT: Target-aware Efficient Tuning for Referring Image Segmentation",
  "normalized_query": "2604.00609",
  "route": "/signal-canvas/talent-target-aware-efficient-tuning-for-referring-image-segmentation",
  "paper_ref": "talent-target-aware-efficient-tuning-for-referring-image-segmentation",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: 81

Proof: Verification pending

Freshness state: computing

Source paper: TALENT: Target-aware Efficient Tuning for Referring Image Segmentation

PDF: https://arxiv.org/pdf/2604.00609v1

Repository: https://github.com/Kimsure/TALENT

Source count: 4

Coverage: 67%

Last proof check: 2026-04-03T20:30:39.222Z

Signal Canvas receipt window

Ready for execution: TALENT: Target-aware Efficient Tuning for Referring Image Segmentation

/buildability/talent-target-aware-efficient-tuning-for-referring-image-segmentation

Build Nowready

Subject: TALENT: Target-aware Efficient Tuning for Referring Image Segmentation

Verdict

Build Now

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

TALENT: Target-aware Efficient Tuning for Referring Image Segmentation

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