Pith Number

pith:YGV2LJHO

pith:2019:YGV2LJHOHHSGRRYVSF4L32QUU5

not attested not anchored not stored refs pending

Using Deep Learning to Solve Computer Security Challenges: A Survey

Haizhou Wang, Junwei Zhou, Lan Zhang, Peng Liu, Qingtian Zou, Yoon-Ho Choi, Zhilong Wang, Zitong Shang

arxiv:1912.05721 v2 · 2019-12-12 · 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{YGV2LJHOHHSGRRYVSF4L32QUU5}

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	2026-07-05T02:17:07.773858Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1aba5a4ee39e468c7159178bdea14a77c7f27d85ef2d395bb344e776394ac7a

Aliases

arxiv: 1912.05721 · arxiv_version: 1912.05721v2 · doi: 10.48550/arxiv.1912.05721 · pith_short_12: YGV2LJHOHHSG · pith_short_16: YGV2LJHOHHSGRRYV · pith_short_8: YGV2LJHO

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/YGV2LJHOHHSGRRYVSF4L32QUU5 \
  | 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: c1aba5a4ee39e468c7159178bdea14a77c7f27d85ef2d395bb344e776394ac7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4964172c879f4731fdb4fd27797e5d5934c870264b2cdd20b87a58b7c29d13fb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-12-12T01:42:09Z",
    "title_canon_sha256": "f96665d2f73f0fbda9bd0319fc0948bd7b9b9668a3fe030b346431db20e1b39f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.05721",
    "kind": "arxiv",
    "version": 2
  }
}