Pith Number

pith:FPODNIRO

pith:2023:FPODNIRO32K2P5J6N35ZINTM3S

not attested not anchored not stored refs pending

A Survey on Causal Reinforcement Learning

Fuchun Sun, Libo Huang, Ruichu Cai, Yan Zeng, Zhifeng Hao

arxiv:2302.05209 v3 · 2023-02-10 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FPODNIRO32K2P5J6N35ZINTM3S}

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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

Causal Reinforcement Learning for Complex Card Games: A Magic The Gathering Benchmark

Receipt and verification

First computed	2026-07-05T06:16:15.986759Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bdc36a22ede95a7f53e6efb94366cdcb279bbedb9cdb1c2abd22e52892b468e

Aliases

arxiv: 2302.05209 · arxiv_version: 2302.05209v3 · doi: 10.48550/arxiv.2302.05209 · pith_short_12: FPODNIRO32K2 · pith_short_16: FPODNIRO32K2P5J6 · pith_short_8: FPODNIRO

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/FPODNIRO32K2P5J6N35ZINTM3S \
  | 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: 2bdc36a22ede95a7f53e6efb94366cdcb279bbedb9cdb1c2abd22e52892b468e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0859066889d57f7d44e60cfc22b6bcc360e8b6de51c0772b0cc9c8c21454d3fb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-02-10T12:25:08Z",
    "title_canon_sha256": "cb31f5dba8a6d71c6706da0fb8cd6ecf29aebf17c7b1ec08471c2be4106e4023"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.05209",
    "kind": "arxiv",
    "version": 3
  }
}