Pith Number

pith:WTTYBBAM

pith:2024:WTTYBBAMXLOMANLRNF5SJNAFIG

not attested not anchored not stored refs pending

Robust Markov Decision Processes: A Place Where AI and Formal Methods Meet

David Parker, Eline M. Bovy, Marnix Suilen, Nils Jansen, Thom Badings

arxiv:2411.11451 v2 · 2024-11-18 · cs.AI · math.OC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WTTYBBAMXLOMANLRNF5SJNAFIG}

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.

Cited by

1 paper in Pith

World Models in Pieces: Structural Certification for General Agents

Receipt and verification

First computed	2026-07-05T09:46:53.969425Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4e780840cbadcc03571697b24b4054189006f575ca1d71330d673f258b9d1c4

Aliases

arxiv: 2411.11451 · arxiv_version: 2411.11451v2 · doi: 10.48550/arxiv.2411.11451 · pith_short_12: WTTYBBAMXLOM · pith_short_16: WTTYBBAMXLOMANLR · pith_short_8: WTTYBBAM

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/WTTYBBAMXLOMANLRNF5SJNAFIG \
  | 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: b4e780840cbadcc03571697b24b4054189006f575ca1d71330d673f258b9d1c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46cf0b1894ef4dbf6c62fb8496b2b27ad229f19d78730c869d89419f24adfd0f",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-18T10:34:14Z",
    "title_canon_sha256": "84f62b39307620da2eb37f54bf3e1d1eb33a7e96795a3b56d33e1105ded5121f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.11451",
    "kind": "arxiv",
    "version": 2
  }
}