Pith Number

pith:FQHLNG3T

pith:2022:FQHLNG3TKWV4JBKZ3NUWJR6VI3

not attested not anchored not stored refs pending

ML4CO-KIDA: Knowledge Inheritance in Dataset Aggregation

Shuchang Zhou, Yang Xu, Zhewei Huang, Zixuan Cao

arxiv:2201.10328 v3 · 2022-01-25 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FQHLNG3TKWV4JBKZ3NUWJR6VI3}

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.

Cited by

1 paper in Pith

Large Language Models in Cybersecurity: Applications, Vulnerabilities, and Defense Techniques

Receipt and verification

First computed	2026-07-05T03:53:51.403248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c0eb69b7355abc48559db6964c7d546fed54b3860f8a7c1b8c999c8dd1e43ad

Aliases

arxiv: 2201.10328 · arxiv_version: 2201.10328v3 · doi: 10.48550/arxiv.2201.10328 · pith_short_12: FQHLNG3TKWV4 · pith_short_16: FQHLNG3TKWV4JBKZ · pith_short_8: FQHLNG3T

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/FQHLNG3TKWV4JBKZ3NUWJR6VI3 \
  | 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: 2c0eb69b7355abc48559db6964c7d546fed54b3860f8a7c1b8c999c8dd1e43ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c6274ef087f21abbc72501c35e5bf5fd42265c1dbee711f985a35a1a92ccf91",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-01-25T14:03:57Z",
    "title_canon_sha256": "42eb594fa401c15f526c229c64f1ca7810f68272b9c87673b46fec3ac51fc770"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.10328",
    "kind": "arxiv",
    "version": 3
  }
}