Pith Number

pith:LKZKN4NQ

pith:2021:LKZKN4NQDKMBUOXGI2OCN47DVD

not attested not anchored not stored refs pending

Boosting the Capability of Intelligent Vulnerability Detection by Training in a Human-Learning Manner

Feng Cheng, Shihan Dou, Wei Yang, Wenxuan Li, Yang Liu, Yueming Wu

arxiv:2112.06250 v1 · 2021-12-12 · 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{LKZKN4NQDKMBUOXGI2OCN47DVD}

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	2026-07-05T03:40:11.953103Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ab2a6f1b01a981a3ae6469c26f3e3a8f84a69fce72f90d454824a083d418112

Aliases

arxiv: 2112.06250 · arxiv_version: 2112.06250v1 · doi: 10.48550/arxiv.2112.06250 · pith_short_12: LKZKN4NQDKMB · pith_short_16: LKZKN4NQDKMBUOXG · pith_short_8: LKZKN4NQ

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/LKZKN4NQDKMBUOXGI2OCN47DVD \
  | 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: 5ab2a6f1b01a981a3ae6469c26f3e3a8f84a69fce72f90d454824a083d418112

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50ed791a2b99564103ebfec3cae1e8eb264efe30295671fdee061029af5e7732",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-12-12T14:31:50Z",
    "title_canon_sha256": "fb9df9475f0a6f1058d9a2b9e92aa52c1fa11dbb3daa2c8391be662eee0d6ab5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.06250",
    "kind": "arxiv",
    "version": 1
  }
}