Pith. sign in
Pith Number

pith:4E5RJBTQ

pith:2024:4E5RJBTQTVW5FYWDRCDSSKRXJT
not attested not anchored not stored refs pending

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents

Ankita Samaddar, Nicholas Potteiger, Xenofon Koutsoukos

arxiv:2412.02875 v1 · 2024-12-03 · cs.LG · cs.AI · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4E5RJBTQTVW5FYWDRCDSSKRXJT}

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 2026-07-05T09:44:21.202251Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e13b1486709d6dd2e2c38887292a374cf33fab1ab7c3d4fb94609eddcd3847ee

Aliases

arxiv: 2412.02875 · arxiv_version: 2412.02875v1 · doi: 10.48550/arxiv.2412.02875 · pith_short_12: 4E5RJBTQTVW5 · pith_short_16: 4E5RJBTQTVW5FYWD · pith_short_8: 4E5RJBTQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4E5RJBTQTVW5FYWDRCDSSKRXJT \
  | 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: e13b1486709d6dd2e2c38887292a374cf33fab1ab7c3d4fb94609eddcd3847ee
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "85a156594573d58850af51740732b58872c9ba628c66026237d4ea52aaf7e094",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-03T22:20:52Z",
    "title_canon_sha256": "9a3f001cbeda5ebc6004e76538072a82675e561a633dcc6fe829602eb54841f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02875",
    "kind": "arxiv",
    "version": 1
  }
}