Pith Number

pith:I2WYFVBM

pith:2025:I2WYFVBMEICEKR7MKONVWTA67L

not attested not anchored not stored refs pending

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection

Dipayan Saha, Farimah Farahmandi, Shams Tarek, Sujan Kumar Saha

arxiv:2505.22878 v1 · 2025-05-28 · cs.CR · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I2WYFVBMEICEKR7MKONVWTA67L}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T11:11:51.396729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46ad82d42c22044547ec539b5b4c1efacb3d0bc91e3165b6ff06c11a4dcdbad6

Aliases

arxiv: 2505.22878 · arxiv_version: 2505.22878v1 · doi: 10.48550/arxiv.2505.22878 · pith_short_12: I2WYFVBMEICE · pith_short_16: I2WYFVBMEICEKR7M · pith_short_8: I2WYFVBM

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/I2WYFVBMEICEKR7MKONVWTA67L \
  | 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: 46ad82d42c22044547ec539b5b4c1efacb3d0bc91e3165b6ff06c11a4dcdbad6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69d763b9624f62d413de432e1de8cd0fd2abbf2d245b3f77002e83e8a625f5bd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-28T21:25:06Z",
    "title_canon_sha256": "dd547397d6d2978f534d4033a871dcce5d326771d6af14bf24f0b73cd659b34f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22878",
    "kind": "arxiv",
    "version": 1
  }
}