pith. sign in
Pith Number

pith:YIPC6Q5A

pith:2026:YIPC6Q5ANR6O34ZXXXHMFUFCQN
not attested not anchored not stored refs pending

Detecting Offensive Cyber Agents: A Detection-in-Depth Approach

Christopher Covino, Jam Kraprayoon, Jan Wehner, Matt Mittelsteadt, Oskar Galeev, Robin Staes-Polet, Shaun Ee

arxiv:2605.21956 v1 · 2026-05-21 · cs.CY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YIPC6Q5ANR6O34ZXXXHMFUFCQN}

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 2026-05-22T01:04:17.092934Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c21e2f43a06c7cedf337bdcec2d0a2835a425c4d44a55676a2dca9d9e65ef8cb

Aliases

arxiv: 2605.21956 · arxiv_version: 2605.21956v1 · doi: 10.48550/arxiv.2605.21956 · pith_short_12: YIPC6Q5ANR6O · pith_short_16: YIPC6Q5ANR6O34ZX · pith_short_8: YIPC6Q5A
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YIPC6Q5ANR6O34ZXXXHMFUFCQN \
  | 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: c21e2f43a06c7cedf337bdcec2d0a2835a425c4d44a55676a2dca9d9e65ef8cb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6ca00b3b4709c4f1e35ade8cff62487de638fa5d6f4003e49ee9e536a0ed462f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2026-05-21T03:44:02Z",
    "title_canon_sha256": "955e585e3006188601fdd8ecf333045754ff6da0b1e6bcb3441b47a0494f3121"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.21956",
    "kind": "arxiv",
    "version": 1
  }
}