Pith Number

pith:B5OLR7DG

pith:2024:B5OLR7DGGO3ALMBPXS3ACMEMTP

not attested not anchored not stored refs pending

Flow-based Detection of Botnets through Bio-inspired Optimisation of Machine Learning

Biju Issac, Kyle Fryer, Seibu Mary Jacob

arxiv:2412.05688 v3 · 2024-12-07 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B5OLR7DGGO3ALMBPXS3ACMEMTP}

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	2026-07-05T09:49:13.588081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f5cb8fc6633b605b02fbcb601308c9bee15e1763811940532dcfbe4988300b8

Aliases

arxiv: 2412.05688 · arxiv_version: 2412.05688v3 · doi: 10.48550/arxiv.2412.05688 · pith_short_12: B5OLR7DGGO3A · pith_short_16: B5OLR7DGGO3ALMBP · pith_short_8: B5OLR7DG

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/B5OLR7DGGO3ALMBPXS3ACMEMTP \
  | 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: 0f5cb8fc6633b605b02fbcb601308c9bee15e1763811940532dcfbe4988300b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a486516ddb257bed677a12faf02b67a221a9b8d563f5bdb3be5c892561a92238",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-12-07T15:55:49Z",
    "title_canon_sha256": "d2bfe4fa309e17dc217bc3c78ab4e92e2b8eae16c2e0cf1fdd457cdc5da17058"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05688",
    "kind": "arxiv",
    "version": 3
  }
}