Pith Number

pith:6E5IIO3F

pith:2024:6E5IIO3FJHAHO7I7I6TNVXC3JD

not attested not anchored not stored refs pending

A Review of the Duality of Adversarial Learning in Network Intrusion: Attacks and Countermeasures

Anitha Chennamaneni, Babatunde Sawyerr, Shalini Saini

arxiv:2412.13880 v1 · 2024-12-18 · cs.CR · cs.ET

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6E5IIO3FJHAHO7I7I6TNVXC3JD}

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	2026-07-05T09:51:10.192986Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f13a843b6549c0777d1f47a6dadc5b48f00579e129ff7d308ead5d3d69924856

Aliases

arxiv: 2412.13880 · arxiv_version: 2412.13880v1 · doi: 10.48550/arxiv.2412.13880 · pith_short_12: 6E5IIO3FJHAH · pith_short_16: 6E5IIO3FJHAHO7I7 · pith_short_8: 6E5IIO3F

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/6E5IIO3FJHAHO7I7I6TNVXC3JD \
  | 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: f13a843b6549c0777d1f47a6dadc5b48f00579e129ff7d308ead5d3d69924856

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "263db16241e47452205838de7da0a038f0be362cea3d0d0382e903486b4aef3f",
    "cross_cats_sorted": [
      "cs.ET"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-12-18T14:21:46Z",
    "title_canon_sha256": "678fce573cf77fbb5481bf8fe5e40aa2fa03bfa1f5541272aea400bef591be41"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13880",
    "kind": "arxiv",
    "version": 1
  }
}