Pith Number

pith:BH7IEQT4

pith:2023:BH7IEQT4P2V2ZZ3UVKVTFY2CBK

not attested not anchored not stored refs pending

Distinguishing Look-Alike Innocent and Vulnerable Code by Subtle Semantic Representation Learning and Explanation

Chao Ni, Dehai Zhao, Kaiwen Yang, Xin Xia, Xin Yin, Zhenchang Xing

arxiv:2308.11237 v1 · 2023-08-22 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BH7IEQT4P2V2ZZ3UVKVTFY2CBK}

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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.

Cited by

1 paper in Pith

The Current Challenges of Software Engineering in the Era of Large Language Models

Receipt and verification

First computed	2026-07-05T06:43:31.725908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09fe82427c7eabace774aaab32e3420aa21cefea7e98db16f8c3adccfcd462c5

Aliases

arxiv: 2308.11237 · arxiv_version: 2308.11237v1 · doi: 10.48550/arxiv.2308.11237 · pith_short_12: BH7IEQT4P2V2 · pith_short_16: BH7IEQT4P2V2ZZ3U · pith_short_8: BH7IEQT4

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/BH7IEQT4P2V2ZZ3UVKVTFY2CBK \
  | 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: 09fe82427c7eabace774aaab32e3420aa21cefea7e98db16f8c3adccfcd462c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5cf31298a14faaceee4168cb53aa674c74b2477ef3a3fbc8dbf1cc94fbae7f7b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-08-22T07:23:12Z",
    "title_canon_sha256": "47f9d9c5eebf5d84d021834e4d8427f7a230b09606e01d896354883cedfd1a26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.11237",
    "kind": "arxiv",
    "version": 1
  }
}