Secure Forgetting: A Framework for Privacy-Driven Unlearning in Large Language Model (LLM)-Based Agents

Secure Forgetting: A Framework for Privacy-Driven Unlearning in Large Language Model (LLM)-Based Agents | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/secure-forgetting-a-framework-for-privacy-driven-unlearning-in-large-language-model-llm-based-agents

stale

Proof freshness: stale
Proof status: unverified
Display score: 6/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 48
Source count: 3
Coverage: 33%

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 secure-forgetting-a-framework-for-privacy-driven-unlearning-in-large-language-model-llm-based-agents | Route /signal-canvas/secure-forgetting-a-framework-for-privacy-driven-unlearning-in-large-language-model-llm-based-agents

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/secure-forgetting-a-framework-for-privacy-driven-unlearning-in-large-language-model-llm-based-agents

MCP example

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    "query_text": "Summarize Secure Forgetting: A Framework for Privacy-Driven Unlearning in Large Language Model (LLM)-Based Agents"
  }
}

source_context

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  "normalized_query": "2604.00430",
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  "topic_slug": null,
  "benchmark_ref": null,
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}

Evidence Receipt

Route status: building

Claims: 0

References: 48

Proof: Verification pending

Freshness state: computing

Source paper: Secure Forgetting: A Framework for Privacy-Driven Unlearning in Large Language Model (LLM)-Based Agents

PDF: https://arxiv.org/pdf/2604.00430v1

Source count: 3

Coverage: 33%

Last proof check: 2026-04-02T20:55:45.114Z

Signal Canvas receipt window

Watch and verify: Secure Forgetting: A Framework for Privacy-Driven Unlearning in Large Language Model (LLM)-Based Agents

/buildability/secure-forgetting-a-framework-for-privacy-driven-unlearning-in-large-language-model-llm-based-agents

Watchwatch

Subject: Secure Forgetting: A Framework for Privacy-Driven Unlearning in Large Language Model (LLM)-Based Agents

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

Secure Forgetting: A Framework for Privacy-Driven Unlearning in Large Language Model (LLM)-Based Agents

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