Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs

Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/black-box-adaptive-efficient-transferable-harmful-applicable-attacks-are-all-you-need-to-break-llms

ready

Proof freshness: fresh
Proof status: verified
Display score: 7/10
Last proof check: 2026-06-03
Score updated: 2026-06-03
Score fresh until: 2026-07-03
References: 0
Source count: 5
Coverage: 83%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

Canonical ID black-box-adaptive-efficient-transferable-harmful-applicable-attacks-are-all-you-need-to-break-llms | Route /signal-canvas/black-box-adaptive-efficient-transferable-harmful-applicable-attacks-are-all-you-need-to-break-llms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/black-box-adaptive-efficient-transferable-harmful-applicable-attacks-are-all-you-need-to-break-llms

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "black-box-adaptive-efficient-transferable-harmful-applicable-attacks-are-all-you-need-to-break-llms",
    "query_text": "Summarize Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs",
  "normalized_query": "2606.03647",
  "route": "/signal-canvas/black-box-adaptive-efficient-transferable-harmful-applicable-attacks-are-all-you-need-to-break-llms",
  "paper_ref": "black-box-adaptive-efficient-transferable-harmful-applicable-attacks-are-all-you-need-to-break-llms",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs

PDF: https://arxiv.org/pdf/2606.03647v1

Repository: https://github.com/SEML-Lab/IHO

Source count: 5

Coverage: 83%

Last proof check: 2026-06-03T20:32:58.249Z

Signal Canvas receipt window

Ready for execution: Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs

/buildability/black-box-adaptive-efficient-transferable-harmful-applicable-attacks-are-all-you-need-to-break-llms

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Subject: Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs

Verdict

Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs

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