Pith Number

pith:FX3DX4K4

pith:2026:FX3DX4K4DHOWKUWBJH27QEA3NY

not attested not anchored not stored refs pending

LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges

Johann Knechtel, Ozgur Sinanoglu, Ramesh Karri

Large language models can generate hardware designs and detect vulnerabilities but also introduce severe security risks in semiconductors.

arxiv:2605.10807 v3 · 2026-05-11 · cs.CR · cs.AR · cs.LG

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\usepackage{pith}
\pithnumber{FX3DX4K4DHOWKUWBJH27QEA3NY}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

The integration of Large Language Models (LLMs) into Electronic Design Automation (EDA) and hardware security is rapidly reshaping the semiconductor industry while simultaneously introducing severe vulnerabilities.

C2weakest assumption

That the reviewed methodologies from recent breakthroughs accurately capture the current state of LLM-driven hardware design and that the suggested countermeasures such as dynamic benchmarking will prove effective in practice.

C3one line summary

LLMs enable RTL code generation and vulnerability analysis in hardware design but introduce data contamination and adversarial risks that require red-teaming and dynamic benchmarking.

Receipt and verification

First computed	2026-05-21T01:04:27.573355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2df63bf15c19dd6552c149f5f8101b6e22a9d58211175a56c87489aa2da2795a

Aliases

arxiv: 2605.10807 · arxiv_version: 2605.10807v3 · doi: 10.48550/arxiv.2605.10807 · pith_short_12: FX3DX4K4DHOW · pith_short_16: FX3DX4K4DHOWKUWB · pith_short_8: FX3DX4K4

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/FX3DX4K4DHOWKUWBJH27QEA3NY \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 2df63bf15c19dd6552c149f5f8101b6e22a9d58211175a56c87489aa2da2795a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63568d83543f57b9f1a0b623583e5656f57e8a0d8510a49abf142f24954af596",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-05-11T16:31:14Z",
    "title_canon_sha256": "22d9bf8c05d7ffef2304aa6bc978a6837ea44b6cd9f92cfe907ad92a2a9b5396"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.10807",
    "kind": "arxiv",
    "version": 3
  }
}