Pith Number

pith:CCIPHJ5J

pith:2024:CCIPHJ5JSBGILM6INVKOAVRA7W

not attested not anchored not stored refs pending

Physics-Informed Model and Hybrid Planning for Efficient Dyna-Style Reinforcement Learning

Nicolas Thome, Olivier Sigaud, Zakariae El Asri

arxiv:2407.02217 v1 · 2024-07-02 · cs.LG · 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{CCIPHJ5JSBGILM6INVKOAVRA7W}

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	2026-07-05T08:39:11.782273Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1090f3a7a9904c85b3c86d54e05620fdb272b9c32746899d6e73cd1ef3d77444

Aliases

arxiv: 2407.02217 · arxiv_version: 2407.02217v1 · doi: 10.48550/arxiv.2407.02217 · pith_short_12: CCIPHJ5JSBGI · pith_short_16: CCIPHJ5JSBGILM6I · pith_short_8: CCIPHJ5J

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/CCIPHJ5JSBGILM6INVKOAVRA7W \
  | 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: 1090f3a7a9904c85b3c86d54e05620fdb272b9c32746899d6e73cd1ef3d77444

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ac0a49c89f5ba7e7bf17142365162675c026e6ff6b4757fe168d203bf98886d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-02T12:32:57Z",
    "title_canon_sha256": "05b5ad19bde7985a6822d91a5661f122776207a6571e362878d2c6676cdbcbeb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.02217",
    "kind": "arxiv",
    "version": 1
  }
}