Pith Number

pith:57PU6KYB

pith:2023:57PU6KYBZHT5ADAD4ICLPYD3GG

not attested not anchored not stored refs pending

Mastering Asymmetrical Multiplayer Game with Multi-Agent Asymmetric-Evolution Reinforcement Learning

Chenglu Sun, Jingbin Liu, Netease), Sijia Xu, Weidong Zhang (AI Lab, Yichi Zhang, Yu Zhang, Ziling Lu

arxiv:2304.10124 v1 · 2023-04-20 · cs.AI · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{57PU6KYBZHT5ADAD4ICLPYD3GG}

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	2026-07-05T06:02:54.385029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

efdf4f2b01c9e7d00c03e204b7e07b3184829e31d60541b7d71a32c4f94f4854

Aliases

arxiv: 2304.10124 · arxiv_version: 2304.10124v1 · doi: 10.48550/arxiv.2304.10124 · pith_short_12: 57PU6KYBZHT5 · pith_short_16: 57PU6KYBZHT5ADAD · pith_short_8: 57PU6KYB

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/57PU6KYBZHT5ADAD4ICLPYD3GG \
  | 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: efdf4f2b01c9e7d00c03e204b7e07b3184829e31d60541b7d71a32c4f94f4854

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff088f592e3999d66524d8f4419089b4b643918517fa5cc906a04c953ef42e99",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-04-20T07:14:32Z",
    "title_canon_sha256": "18c07ffb69082e57e16a8a2f91e3790863313fd51fbac7cd9d4d11450ce57f21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.10124",
    "kind": "arxiv",
    "version": 1
  }
}