Pith Number

pith:XB3YWOTR

pith:2023:XB3YWOTRU72NOXX3PZPN2N4RAG

not attested not anchored not stored refs pending

Model-Based Reinforcement Learning with Isolated Imaginations

Minting Pan, Xiangming Zhu, Xiaokang Yang, Yitao Zheng, Yunbo Wang

arxiv:2303.14889 v2 · 2023-03-27 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XB3YWOTRU72NOXX3PZPN2N4RAG}

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

Dueling World Models: Advantage-Style Action Channels for Common-Mode Distractor Rejection

Receipt and verification

First computed	2026-07-05T07:13:40.874230Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8778b3a71a7f4d75efb7e5edd379101bd6279735bb3479d2f51d79de59bcee3

Aliases

arxiv: 2303.14889 · arxiv_version: 2303.14889v2 · doi: 10.48550/arxiv.2303.14889 · pith_short_12: XB3YWOTRU72N · pith_short_16: XB3YWOTRU72NOXX3 · pith_short_8: XB3YWOTR

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/XB3YWOTRU72NOXX3PZPN2N4RAG \
  | 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: b8778b3a71a7f4d75efb7e5edd379101bd6279735bb3479d2f51d79de59bcee3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29d3edd61596be5eb42859d46f45576ac2cf7cfa791f25ed9cfe0802e5bc8f8f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-27T02:55:56Z",
    "title_canon_sha256": "deb3d026e4a47933c74a52d64410216497ac59868d05ef2191810376b8d29786"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.14889",
    "kind": "arxiv",
    "version": 2
  }
}