Pith Number

pith:7VN7NXT5

pith:2024:7VN7NXT5Z7DH45VYIAYP6EYLQS

not attested not anchored not stored refs pending

Operator World Models for Reinforcement Learning

Carlo Ciliberto, Marco Prattic\`o, Massimiliano Pontil, Pietro Novelli

arxiv:2406.19861 v2 · 2024-06-28 · cs.LG · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7VN7NXT5Z7DH45VYIAYP6EYLQS}

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

Self-Supervised Evolution Operator Learning for High-Dimensional Dynamical Systems

Receipt and verification

First computed	2026-07-05T09:28:52.534167Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd5bf6de7dcfc67e76b84030ff130b8484c48b6433b03c5d7b048b4fd77d7d58

Aliases

arxiv: 2406.19861 · arxiv_version: 2406.19861v2 · doi: 10.48550/arxiv.2406.19861 · pith_short_12: 7VN7NXT5Z7DH · pith_short_16: 7VN7NXT5Z7DH45VY · pith_short_8: 7VN7NXT5

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/7VN7NXT5Z7DH45VYIAYP6EYLQS \
  | 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: fd5bf6de7dcfc67e76b84030ff130b8484c48b6433b03c5d7b048b4fd77d7d58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9091d9fba3798ce570eb7254c9ab5bc2ebb13faba528838a1c72234f90fdec5",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-28T12:05:47Z",
    "title_canon_sha256": "9066639295aaa54aeb76cd880aaf0beba87fb481a11d127dbc4b21103511fd76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.19861",
    "kind": "arxiv",
    "version": 2
  }
}