Pith Number

pith:LZ4IQVSE

pith:2025:LZ4IQVSE5XFNAPBOSI3T7CY2QM

not attested not anchored not stored refs pending

Learning from Few Samples: A Novel Approach for High-Quality Malcode Generation

Daizong Liu, Haijian Ma, Pan Zhou, Xiaowen Cai, Yulai Xie

arxiv:2508.18148 v1 · 2025-08-25 · 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{LZ4IQVSE5XFNAPBOSI3T7CY2QM}

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	2026-07-05T11:58:54.487377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e78885644edcad03c2e92373f8b1a8300ed41510437491cd7bfbd21a4657a7b

Aliases

arxiv: 2508.18148 · arxiv_version: 2508.18148v1 · doi: 10.48550/arxiv.2508.18148 · pith_short_12: LZ4IQVSE5XFN · pith_short_16: LZ4IQVSE5XFNAPBO · pith_short_8: LZ4IQVSE

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/LZ4IQVSE5XFNAPBOSI3T7CY2QM \
  | 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: 5e78885644edcad03c2e92373f8b1a8300ed41510437491cd7bfbd21a4657a7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "087e15ed1a778aa79d8784ebee769b29dbf090993dfa6bb5ae5ecf285cd5ca82",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-08-25T15:55:17Z",
    "title_canon_sha256": "93c924961db4d654f55fad1e435576e5bd7ffcc027eaae9e976c9a5769afbfbe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.18148",
    "kind": "arxiv",
    "version": 1
  }
}