Pith Number

pith:2WXBPKNR

pith:2025:2WXBPKNRTYFU74DVMOP5AC6XEN

not attested not anchored not stored refs pending

Neurosymbolic Artificial Intelligence for Robust Network Intrusion Detection: From Scratch to Transfer Learning

Achraf Cohen, Brian Jalaian, Huynh T. T. Tran, Jacob Sander, Nathaniel D. Bastian

arxiv:2506.04454 v1 · 2025-06-04 · 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{2WXBPKNRTYFU74DVMOP5AC6XEN}

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	2026-07-05T11:16:14.703002Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5ae17a9b19e0b4ff075639fd00bd72371ab8fefc7e4476bbdb096e3fd1f5a67

Aliases

arxiv: 2506.04454 · arxiv_version: 2506.04454v1 · doi: 10.48550/arxiv.2506.04454 · pith_short_12: 2WXBPKNRTYFU · pith_short_16: 2WXBPKNRTYFU74DV · pith_short_8: 2WXBPKNR

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/2WXBPKNRTYFU74DVMOP5AC6XEN \
  | 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: d5ae17a9b19e0b4ff075639fd00bd72371ab8fefc7e4476bbdb096e3fd1f5a67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "345d2e9f7b47e6d90b498851939d1a784f23fcb906eeca4b6daee42aff06633e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-04T21:15:30Z",
    "title_canon_sha256": "2d6cc608e37f258bf08b498311d5079ffd91b2cfcb3309933aa428121defc901"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.04454",
    "kind": "arxiv",
    "version": 1
  }
}