Pith Number

pith:5WZ6PQSM

pith:2022:5WZ6PQSMOYRCVNYZJPUYVF5VXG

not attested not anchored not stored refs pending

Offline Reinforcement Learning with Causal Structured World Models

Hong-Long Tian, Kun Zhang, Xiong-Hui Chen, Yang Yu, Zheng-Mao Zhu

arxiv:2206.01474 v1 · 2022-06-03 · cs.LG · 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{5WZ6PQSMOYRCVNYZJPUYVF5VXG}

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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

Transferable Delay-Aware Reinforcement Learning via Implicit Causal Graph Modeling

Receipt and verification

First computed	2026-07-05T04:28:48.161651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

edb3e7c24c76222ab7194be98a97b5b9a08ec2085214e0118e83090b356b6a4a

Aliases

arxiv: 2206.01474 · arxiv_version: 2206.01474v1 · doi: 10.48550/arxiv.2206.01474 · pith_short_12: 5WZ6PQSMOYRC · pith_short_16: 5WZ6PQSMOYRCVNYZ · pith_short_8: 5WZ6PQSM

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/5WZ6PQSMOYRCVNYZJPUYVF5VXG \
  | 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: edb3e7c24c76222ab7194be98a97b5b9a08ec2085214e0118e83090b356b6a4a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "699a71a28ff237535ed59bb61241ff68dc630474edeb23dbf794fe57a304d8b4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-03T09:53:57Z",
    "title_canon_sha256": "f88bf5789abf041af6cf03dbd73e3da4009ada43a30532e699cb6c047792e04e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.01474",
    "kind": "arxiv",
    "version": 1
  }
}