Pith Number

pith:WMEO4RFI

pith:2023:WMEO4RFIDR6DSL7T2O3M3Z7SXI

not attested not anchored not stored refs pending

Mastering Strategy Card Game (Legends of Code and Magic) via End-to-End Policy and Optimistic Smooth Fictitious Play

Changnan Xiao, Haowei Liang, Jie Chen, Peng Sun, Shihong Deng, Wei Xi, Xuefeng Huang, Yongxin Zhang

arxiv:2303.04096 v1 · 2023-03-07 · cs.LG · cs.AI · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WMEO4RFIDR6DSL7T2O3M3Z7SXI}

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	2026-07-05T05:49:03.233203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b308ee44a81c7c392ff3d3b6cde7f2ba333f3059fd0fadb14e4cc9c694906ad0

Aliases

arxiv: 2303.04096 · arxiv_version: 2303.04096v1 · doi: 10.48550/arxiv.2303.04096 · pith_short_12: WMEO4RFIDR6D · pith_short_16: WMEO4RFIDR6DSL7T · pith_short_8: WMEO4RFI

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/WMEO4RFIDR6DSL7T2O3M3Z7SXI \
  | 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: b308ee44a81c7c392ff3d3b6cde7f2ba333f3059fd0fadb14e4cc9c694906ad0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "652c20c2d34db158aef4b8a726bb54eee7884284e9fed042712a9b6e609a3ffa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-07T17:55:28Z",
    "title_canon_sha256": "7688ff09329f326663beb1afeadb2de6598c8ddfdf827733f31a76b4ff094db0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.04096",
    "kind": "arxiv",
    "version": 1
  }
}