Pith. sign in
Pith Number

pith:QHR2OGET

pith:2025:QHR2OGETVA4DHMFFDWX723A43A
not attested not anchored not stored refs pending

LLM-HyPZ: Hardware Vulnerability Discovery using an LLM-Assisted Hybrid Platform for Zero-Shot Knowledge Extraction and Refinement

Abhiram Nandimandalam, Jonah Michael Camacho, Pratik Satam, Rony Macwan, Rozhin Yasaei, Setareh Rafatirad, Sicong Shao, Soheil Salehi, Sujan Ghimire, Unnati Tripathi, Yu-Zheng Lin

arxiv:2509.00647 v1 · 2025-08-31 · cs.CR · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QHR2OGETVA4DHMFFDWX723A43A}

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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.
Receipt and verification
First computed 2026-07-05T12:02:20.249872Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

81e3a71893a83833b0a51daffd6c1cd831c5d0cd2c8d7fe53f09dda24b36f004

Aliases

arxiv: 2509.00647 · arxiv_version: 2509.00647v1 · doi: 10.48550/arxiv.2509.00647 · pith_short_12: QHR2OGETVA4D · pith_short_16: QHR2OGETVA4DHMFF · pith_short_8: QHR2OGET
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QHR2OGETVA4DHMFFDWX723A43A \
  | 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: 81e3a71893a83833b0a51daffd6c1cd831c5d0cd2c8d7fe53f09dda24b36f004
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "90a43b3f7258a50917713d19b49d64c53f4a8ac06917b1d8b4d2182b2819cadb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-08-31T00:55:31Z",
    "title_canon_sha256": "55f89ad3ed9ece0e3c4c8cd0b98dd39ddc0f26ba25941ffe66aff5a250790443"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.00647",
    "kind": "arxiv",
    "version": 1
  }
}