pith. sign in
Pith Number

pith:5GXOTVNI

pith:2026:5GXOTVNIQU4S7S2YRL37QKAG33
not attested not anchored not stored refs pending

Machine-Coached Policy Revision in Adaptive Agent-Based Regulatory Simulation: A Controller-Level Contestability Layer

Roberto Garrone

arxiv:2606.20700 v1 · 2026-06-15 · cs.MA · cs.AI · cs.CY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5GXOTVNIQU4S7S2YRL37QKAG33}

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 2026-06-23T00:11:54.069190Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e9aee9d5a885392fcb588af7f82806dedbb694cff2789d0726e0b3280e81350c

Aliases

arxiv: 2606.20700 · arxiv_version: 2606.20700v1 · doi: 10.48550/arxiv.2606.20700 · pith_short_12: 5GXOTVNIQU4S · pith_short_16: 5GXOTVNIQU4S7S2Y · pith_short_8: 5GXOTVNI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5GXOTVNIQU4S7S2YRL37QKAG33 \
  | 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: e9aee9d5a885392fcb588af7f82806dedbb694cff2789d0726e0b3280e81350c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b7c2ec139189c8646563c39e02f3af89559ea011014dc529898953b9d2f7af51",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-06-15T10:36:10Z",
    "title_canon_sha256": "9fc6d196df8359307b8925d305ec4a073eba4592da96adbbda1640ea15230e39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.20700",
    "kind": "arxiv",
    "version": 1
  }
}