Pith Number

pith:SFIB4GHZ

pith:2025:SFIB4GHZF4TLKG4ZR2KZXKRTWD

not attested not anchored not stored refs pending

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning

Herman Ray, Lili Zhang, Quanyan Zhu, Ying Xie

arxiv:2501.16393 v2 · 2025-01-26 · cs.LG · cs.CR · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SFIB4GHZF4TLKG4ZR2KZXKRTWD}

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

Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities

Receipt and verification

First computed	2026-07-05T11:03:02.940022Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91501e18f92f26b51b998e959baa33b0d785d232f5e6af1f5d23c370d979a9a7

Aliases

arxiv: 2501.16393 · arxiv_version: 2501.16393v2 · doi: 10.48550/arxiv.2501.16393 · pith_short_12: SFIB4GHZF4TL · pith_short_16: SFIB4GHZF4TLKG4Z · pith_short_8: SFIB4GHZ

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/SFIB4GHZF4TLKG4ZR2KZXKRTWD \
  | 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: 91501e18f92f26b51b998e959baa33b0d785d232f5e6af1f5d23c370d979a9a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3581584c5b0988e0e68ad6cfec870c4d1a680a59828c151170fe68a8ab74e07e",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-26T14:59:47Z",
    "title_canon_sha256": "722e7dfcf4c00cecc6a41f8faf52ab76dd2eccf928650c2f553a04c79648aebf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16393",
    "kind": "arxiv",
    "version": 2
  }
}