Pith Number

pith:PT3KLNGD

pith:2024:PT3KLNGDCHWA7KB7QSK3YJ34WB

not attested not anchored not stored refs pending

Discovering Command and Control Channels Using Reinforcement Learning

Abdul Rahman, Ajinsyam S, Akshay Kakkar, Cheng Wang, Christopher Redino, Daniel Radke, Edward Bowen, Lanxiao Huang, Ryan Clark, Tyler Cody

arxiv:2401.07154 v1 · 2024-01-13 · cs.CR · 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{PT3KLNGDCHWA7KB7QSK3YJ34WB}

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	2026-07-05T07:33:32.703915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cf6a5b4c311ec0fa83f8495bc277cb07ba66a845defcdeffd5f75c5f1748a68

Aliases

arxiv: 2401.07154 · arxiv_version: 2401.07154v1 · doi: 10.48550/arxiv.2401.07154 · pith_short_12: PT3KLNGDCHWA · pith_short_16: PT3KLNGDCHWA7KB7 · pith_short_8: PT3KLNGD

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/PT3KLNGDCHWA7KB7QSK3YJ34WB \
  | 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: 7cf6a5b4c311ec0fa83f8495bc277cb07ba66a845defcdeffd5f75c5f1748a68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "443bd93c7cd0331885f992f7bd5ab54c49cfd62c251336530438c91c901aa6b7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-01-13T20:03:11Z",
    "title_canon_sha256": "5d3dea7fe9b310a3f19192848559b4a2eda8d65cff9f0e4760db1358e394ab00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.07154",
    "kind": "arxiv",
    "version": 1
  }
}