Beyond Semantic Manipulation: Token-Space Attacks on Reward Models explores A novel attack framework that exploits reward models by directly manipulating token sequences, bypassing semantic understanding to achieve high reward scores with nonsensical outputs.. Commercial viability score: 4/10 in LLM Security.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/beyond-semantic-manipulation-token-space-attacks-on-reward-models
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 beyond-semantic-manipulation-token-space-attacks-on-reward-models | Route /paper/beyond-semantic-manipulation-token-space-attacks-on-reward-models
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/beyond-semantic-manipulation-token-space-attacks-on-reward-modelsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.02686"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Beyond Semantic Manipulation: Token-Space Attacks on Reward Models",
"normalized_query": "2604.02686",
"route": "/paper/beyond-semantic-manipulation-token-space-attacks-on-reward-models",
"paper_ref": "beyond-semantic-manipulation-token-space-attacks-on-reward-models",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/beyond-semantic-manipulation-token-space-attacks-on-reward-models
Subject: Beyond Semantic Manipulation: Token-Space Attacks on Reward Models
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
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Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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Research neighborhood
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Preparing verified analysis
Dimensions overall score 4.0
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Receipt path
/buildability/beyond-semantic-manipulation-token-space-attacks-on-reward-models
Paper ref
beyond-semantic-manipulation-token-space-attacks-on-reward-models
arXiv id
2604.02686
Generated at
2026-04-06T20:16:59.808Z
Evidence freshness
fresh
Last verification
2026-04-06T20:16:59.808Z
Sources
0
References
0
Coverage
0%
Lineage hash
325a3d60914ed6df8e1a424ac0bde055d312ef99b534362d7e43281496431687
Canonical opportunity-kernel lineage hash.
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.
Verification pending / evidence receipt incomplete
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paper_evidence_receipts.coverage