pith. sign in
Pith Number

pith:KLP2DII6

pith:2026:KLP2DII6VKGVJ3RN4QKT7K5PUC
not attested not anchored not stored refs pending

Multi-Agent LLM Governance for Safe Two-Timescale Reinforcement Learning in SDN-IoT Defense

Carol Fung, Foutse Khomh, Mohammad Hamdaqa, Negar Shahabi, Saeid Jamshidi

arxiv:2604.01127 v2 · 2026-04-01 · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KLP2DII6VKGVJ3RN4QKT7K5PUC}

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 2026-06-24T01:15:02.599541Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

52dfa1a11eaa8d54ee2de4153fabafa0a5ead840ffb85fe37a7b34c51b25e478

Aliases

arxiv: 2604.01127 · arxiv_version: 2604.01127v2 · doi: 10.48550/arxiv.2604.01127 · pith_short_12: KLP2DII6VKGV · pith_short_16: KLP2DII6VKGVJ3RN · pith_short_8: KLP2DII6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KLP2DII6VKGVJ3RN4QKT7K5PUC \
  | 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: 52dfa1a11eaa8d54ee2de4153fabafa0a5ead840ffb85fe37a7b34c51b25e478
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f5d2a54f208ab662b4cccb50cecbe24e6ed3159821ef52f2e269619201cdb0b9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-04-01T16:48:03Z",
    "title_canon_sha256": "e996252efc1b251a036379d7c16f25e13b1cea625cef582d3810d39bf9916c04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2604.01127",
    "kind": "arxiv",
    "version": 2
  }
}