Pith Number

pith:XPWKK5F5

pith:2025:XPWKK5F5L3SYNN6AB2IIQB6HCA

not attested not anchored not stored refs pending

World Models for Anomaly Detection during Model-Based Reinforcement Learning Inference

Fabian Domberg, Georg Schildbach

arxiv:2503.02552 v1 · 2025-03-04 · cs.RO · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XPWKK5F5L3SYNN6AB2IIQB6HCA}

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	2026-07-05T10:24:08.056951Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bbeca574bd5ee586b7c00e908807c7102533f12683c5c73899d323ee43477040

Aliases

arxiv: 2503.02552 · arxiv_version: 2503.02552v1 · doi: 10.48550/arxiv.2503.02552 · pith_short_12: XPWKK5F5L3SY · pith_short_16: XPWKK5F5L3SYNN6A · pith_short_8: XPWKK5F5

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/XPWKK5F5L3SYNN6AB2IIQB6HCA \
  | 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: bbeca574bd5ee586b7c00e908807c7102533f12683c5c73899d323ee43477040

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2e79ffc4ccc0ad178790eeddfc1e82c3ad707f69d7162c8d13e805ddc8601ce",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-03-04T12:25:01Z",
    "title_canon_sha256": "9eb8c1e91359b5b14b22bb2a7b2f41590d6cc0b695c23b1c74af328f3df04fd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02552",
    "kind": "arxiv",
    "version": 1
  }
}