Pith Number

pith:6PMK5I2V

pith:2024:6PMK5I2VHECMOWTF5T5V3PSLOS

not attested not anchored not stored refs pending

An Empirical Study of Vulnerability Detection using Federated Learning

Chengwei Liu, Ming Hu, Mingsong Chen, Peiheng Zhou, Xiaofei Xie, Xingrun Quan, Yanxin Yang, Yawen Peng, Yueming Wu

arxiv:2411.16099 v1 · 2024-11-25 · cs.SE · 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{6PMK5I2VHECMOWTF5T5V3PSLOS}

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	2026-07-05T09:40:04.129193Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3d8aea3553904c75a65ecfb5dbe4b7487b0973e4edb426c4342887fd61f94f6

Aliases

arxiv: 2411.16099 · arxiv_version: 2411.16099v1 · doi: 10.48550/arxiv.2411.16099 · pith_short_12: 6PMK5I2VHECM · pith_short_16: 6PMK5I2VHECMOWTF · pith_short_8: 6PMK5I2V

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/6PMK5I2VHECMOWTF5T5V3PSLOS \
  | 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: f3d8aea3553904c75a65ecfb5dbe4b7487b0973e4edb426c4342887fd61f94f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86b36adf6d4eaaf8f49cc4005185d19db5b0fa0970066fd8dd19ecbed738af78",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-25T05:21:12Z",
    "title_canon_sha256": "9d17b9469ec2396887ae5f0545e3bc6f8a3056103e236c048cbc28f6dc12ee9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16099",
    "kind": "arxiv",
    "version": 1
  }
}