Pith Number

pith:Z4BYLMPD

pith:2023:Z4BYLMPDY73F7BSVTY74GTCEHL

not attested not anchored not stored refs pending

FlowTransformer: A Transformer Framework for Flow-based Network Intrusion Detection Systems

Gayan K. Kulatilleke, Liam Daly Manocchio, Marius Portmann, Mohanad Sarhan, Siamak Layeghy, Wai Weng Lo

arxiv:2304.14746 v1 · 2023-04-28 · cs.CR · cs.AI · cs.CL · cs.NE · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z4BYLMPDY73F7BSVTY74GTCEHL}

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

Improving DNS Exfiltration Detection via Transformer Pretraining

Receipt and verification

First computed	2026-07-05T07:16:40.858693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf0385b1e3c7f65f86559e3fc34c443aec5a16215441c4b6a927afee2a0aafe0

Aliases

arxiv: 2304.14746 · arxiv_version: 2304.14746v1 · doi: 10.48550/arxiv.2304.14746 · pith_short_12: Z4BYLMPDY73F · pith_short_16: Z4BYLMPDY73F7BSV · pith_short_8: Z4BYLMPD

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/Z4BYLMPDY73F7BSVTY74GTCEHL \
  | 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: cf0385b1e3c7f65f86559e3fc34c443aec5a16215441c4b6a927afee2a0aafe0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89a73af45c3b2ab5b2b509cbc8760994e2b77ad48087d9c956744de19e843df0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.NE",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-04-28T10:40:34Z",
    "title_canon_sha256": "2b07f4de48255169a95ab5b33feae00ad3408b701cdbeed635df6a0799babc0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.14746",
    "kind": "arxiv",
    "version": 1
  }
}