Pith Number

pith:374HTUOF

pith:2024:374HTUOFM4OOIHME5PHKIEBTKX

not attested not anchored not stored refs pending

Machine Learning-Based Security Policy Analysis

Amir Eaman, Joann Sum, Krish Jain, Pranav Kapoor

arxiv:2501.00085 v2 · 2024-12-30 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{374HTUOFM4OOIHME5PHKIEBTKX}

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	2026-07-05T09:57:49.949858Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dff879d1c5671ce41d84ebcea4103355c959e6f9d1c788ebd2bc0249fe07c760

Aliases

arxiv: 2501.00085 · arxiv_version: 2501.00085v2 · doi: 10.48550/arxiv.2501.00085 · pith_short_12: 374HTUOFM4OO · pith_short_16: 374HTUOFM4OOIHME · pith_short_8: 374HTUOF

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/374HTUOFM4OOIHME5PHKIEBTKX \
  | 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: dff879d1c5671ce41d84ebcea4103355c959e6f9d1c788ebd2bc0249fe07c760

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a970784eb4e8e7715aba73ac0d66ad4b7ab90a95841033d9ed7ce22f32b03970",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-30T18:24:27Z",
    "title_canon_sha256": "d2b628555217f4ef43753f4e394356ad7851976faff63f914af9c35977689c5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00085",
    "kind": "arxiv",
    "version": 2
  }
}