DualSentinel: A Lightweight Framework for Detecting Targeted Attacks in Black-box LLM via Dual Entropy Lull Pattern

DualSentinel: A Lightweight Framework for Detecting Targeted Attacks in Black-box LLM via Dual Entropy Lull Pattern | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/dualsentinel-a-lightweight-framework-for-detecting-targeted-attacks-in-black-box-llm-via-dual-entropy-lull-pattern

stale

Proof freshness: stale
Proof status: unverified
Display score: 5/10
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 dualsentinel-a-lightweight-framework-for-detecting-targeted-attacks-in-black-box-llm-via-dual-entropy-lull-pattern | Route /signal-canvas/dualsentinel-a-lightweight-framework-for-detecting-targeted-attacks-in-black-box-llm-via-dual-entropy-lull-pattern

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/dualsentinel-a-lightweight-framework-for-detecting-targeted-attacks-in-black-box-llm-via-dual-entropy-lull-pattern

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "dualsentinel-a-lightweight-framework-for-detecting-targeted-attacks-in-black-box-llm-via-dual-entropy-lull-pattern",
    "query_text": "Summarize DualSentinel: A Lightweight Framework for Detecting Targeted Attacks in Black-box LLM via Dual Entropy Lull Pattern"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "DualSentinel: A Lightweight Framework for Detecting Targeted Attacks in Black-box LLM via Dual Entropy Lull Pattern",
  "normalized_query": "2603.01574",
  "route": "/signal-canvas/dualsentinel-a-lightweight-framework-for-detecting-targeted-attacks-in-black-box-llm-via-dual-entropy-lull-pattern",
  "paper_ref": "dualsentinel-a-lightweight-framework-for-detecting-targeted-attacks-in-black-box-llm-via-dual-entropy-lull-pattern",
  "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: DualSentinel: A Lightweight Framework for Detecting Targeted Attacks in Black-box LLM via Dual Entropy Lull Pattern

PDF: https://arxiv.org/pdf/2603.01574v1

Source count: Pending verification

Coverage: 17%

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

Signal Canvas receipt window

Watch and verify: DualSentinel: A Lightweight Framework for Detecting Targeted Attacks in Black-box LLM via Dual Entropy Lull Pattern

/buildability/dualsentinel-a-lightweight-framework-for-detecting-targeted-attacks-in-black-box-llm-via-dual-entropy-lull-pattern

Watchwatch

Subject: DualSentinel: A Lightweight Framework for Detecting Targeted Attacks in Black-box LLM via Dual Entropy Lull Pattern

Verdict

Watch

DualSentinel: A Lightweight Framework for Detecting Targeted Attacks in Black-box LLM via Dual Entropy Lull Pattern

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface