LiteGuard: Efficient Task-Agnostic Model Fingerprinting with Enhanced Generalization

LiteGuard: Efficient Task-Agnostic Model Fingerprinting with Enhanced Generalization | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/liteguard-efficient-task-agnostic-model-fingerprinting-with-enhanced-generalization

stale

Proof freshness: stale
Proof status: unverified
Display score: 3/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 17%

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 liteguard-efficient-task-agnostic-model-fingerprinting-with-enhanced-generalization | Route /signal-canvas/liteguard-efficient-task-agnostic-model-fingerprinting-with-enhanced-generalization

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/liteguard-efficient-task-agnostic-model-fingerprinting-with-enhanced-generalization

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "liteguard-efficient-task-agnostic-model-fingerprinting-with-enhanced-generalization",
    "query_text": "Summarize LiteGuard: Efficient Task-Agnostic Model Fingerprinting with Enhanced Generalization"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "LiteGuard: Efficient Task-Agnostic Model Fingerprinting with Enhanced Generalization",
  "normalized_query": "2603.24982",
  "route": "/signal-canvas/liteguard-efficient-task-agnostic-model-fingerprinting-with-enhanced-generalization",
  "paper_ref": "liteguard-efficient-task-agnostic-model-fingerprinting-with-enhanced-generalization",
  "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: LiteGuard: Efficient Task-Agnostic Model Fingerprinting with Enhanced Generalization

PDF: https://arxiv.org/pdf/2603.24982v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Signal Canvas receipt window

Not build-ready: LiteGuard: Efficient Task-Agnostic Model Fingerprinting with Enhanced Generalization

/buildability/liteguard-efficient-task-agnostic-model-fingerprinting-with-enhanced-generalization

Ignoreblocked

Subject: LiteGuard: Efficient Task-Agnostic Model Fingerprinting with Enhanced Generalization

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

LiteGuard: Efficient Task-Agnostic Model Fingerprinting with Enhanced Generalization

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