Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward

Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/saliency-r1-enforcing-interpretable-and-faithful-vision-language-reasoning-via-saliency-map-alignment-reward

stale

Proof freshness: unknown
Proof status: unverified
Display score: 4/10
Last proof check: 2026-04-07
Score updated: 2026-04-07
Score fresh until: 2026-05-07
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

Canonical ID saliency-r1-enforcing-interpretable-and-faithful-vision-language-reasoning-via-saliency-map-alignment-reward | Route /signal-canvas/saliency-r1-enforcing-interpretable-and-faithful-vision-language-reasoning-via-saliency-map-alignment-reward

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/saliency-r1-enforcing-interpretable-and-faithful-vision-language-reasoning-via-saliency-map-alignment-reward

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "saliency-r1-enforcing-interpretable-and-faithful-vision-language-reasoning-via-saliency-map-alignment-reward",
    "query_text": "Summarize Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward",
  "normalized_query": "2604.04500",
  "route": "/signal-canvas/saliency-r1-enforcing-interpretable-and-faithful-vision-language-reasoning-via-saliency-map-alignment-reward",
  "paper_ref": "saliency-r1-enforcing-interpretable-and-faithful-vision-language-reasoning-via-saliency-map-alignment-reward",
  "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: Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward

PDF: https://arxiv.org/pdf/2604.04500v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-04-07T20:13:34.907Z

Signal Canvas receipt window

Not build-ready: Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward

/buildability/saliency-r1-enforcing-interpretable-and-faithful-vision-language-reasoning-via-saliency-map-alignment-reward

Ignoreblocked

Subject: Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward

Verdict

Ignore

Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward

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