DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing

DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/dsca-dynamic-subspace-concept-alignment-for-lifelong-vlm-editing

stale

Proof freshness: stale
Proof status: verified
Display score: 8/10
Last proof check: 2026-04-10
Score updated: 2026-04-10
Score fresh until: 2026-05-10
References: 0
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 dsca-dynamic-subspace-concept-alignment-for-lifelong-vlm-editing | Route /signal-canvas/dsca-dynamic-subspace-concept-alignment-for-lifelong-vlm-editing

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/dsca-dynamic-subspace-concept-alignment-for-lifelong-vlm-editing

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "dsca-dynamic-subspace-concept-alignment-for-lifelong-vlm-editing",
    "query_text": "Summarize DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing",
  "normalized_query": "2604.07965",
  "route": "/signal-canvas/dsca-dynamic-subspace-concept-alignment-for-lifelong-vlm-editing",
  "paper_ref": "dsca-dynamic-subspace-concept-alignment-for-lifelong-vlm-editing",
  "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: DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing

PDF: https://arxiv.org/pdf/2604.07965v1

Repository: https://github.com/cvpr-org/author-kit

Source count: 4

Coverage: 67%

Last proof check: 2026-04-10T20:18:29.742Z

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Ready for execution: DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing

/buildability/dsca-dynamic-subspace-concept-alignment-for-lifelong-vlm-editing

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Subject: DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing

Verdict

Build Now

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

DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing

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