Stealthy Backdoor Attacks against LLMs Based on Natural Style Triggers
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/stealthy-backdoor-attacks-against-llms-based-on-natural-style-triggers
- Proof freshness
- fresh
- Proof status
- unverified
- Display score
- 7/10
- Last proof check
- 2026-04-24
- Score updated
- 2026-04-24
- Score fresh until
- 2026-05-24
- References
- 0
- Source count
- 3
- Coverage
- 50%
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Stealthy Backdoor Attacks against LLMs Based on Natural Style Triggers
Canonical ID stealthy-backdoor-attacks-against-llms-based-on-natural-style-triggers | Route /signal-canvas/stealthy-backdoor-attacks-against-llms-based-on-natural-style-triggers
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/stealthy-backdoor-attacks-against-llms-based-on-natural-style-triggersMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "stealthy-backdoor-attacks-against-llms-based-on-natural-style-triggers",
"query_text": "Summarize Stealthy Backdoor Attacks against LLMs Based on Natural Style Triggers"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Stealthy Backdoor Attacks against LLMs Based on Natural Style Triggers",
"normalized_query": "2604.21700",
"route": "/signal-canvas/stealthy-backdoor-attacks-against-llms-based-on-natural-style-triggers",
"paper_ref": "stealthy-backdoor-attacks-against-llms-based-on-natural-style-triggers",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Stealthy Backdoor Attacks against LLMs Based on Natural Style Triggers
PDF: https://arxiv.org/pdf/2604.21700v1
Source count: 3
Coverage: 50%
Last proof check: 2026-04-24T20:27:00.055Z
Signal Canvas receipt window
Watch and verify: Stealthy Backdoor Attacks against LLMs Based on Natural Style Triggers
/buildability/stealthy-backdoor-attacks-against-llms-based-on-natural-style-triggers
Subject: Stealthy Backdoor Attacks against LLMs Based on Natural Style Triggers
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
Receipt path
/buildability/stealthy-backdoor-attacks-against-llms-based-on-natural-style-triggers
Paper ref
stealthy-backdoor-attacks-against-llms-based-on-natural-style-triggers
arXiv id
2604.21700
Freshness
Generated at
2026-04-24T20:27:00.055Z
Evidence freshness
fresh
Last verification
2026-04-24T20:27:00.055Z
Sources
3
References
0
Coverage
50%
Hash state
Lineage hash
cb15ed71101254eb94e6c0cd9ceab4b67e99b52c2eadf9df4a0c8251babf58c3
Canonical opportunity-kernel lineage hash.
Signature state
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Blockers
- Missing: repo_url
- Missing: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Pending verification refs / 3 sources / Verification pending
repo_url
references
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Stealthy Backdoor Attacks against LLMs Based on Natural Style Triggers
Canonical Paper Receipt
Last verification: 2026-04-24T20:27:00.055ZFreshness: fresh
Proof: unverified
Repo: missing
References: 0
Sources: 3
Coverage: 50%
- - repo_url
- - references
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 7.0
GitHub Code Pulse
No public code linked for this paper yet.
Claim map
No public claim map is available for this paper yet.
Startup potential card
Related Resources
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
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