Pith Number

pith:UBAZXBSJ

pith:2019:UBAZXBSJXMUJQRF2SEGFIQAUNP

not attested not anchored not stored refs pending

Hierarchical Reinforcement Learning for Multi-agent MOBA Game

Fangxu Xiao, Haozheng Li, Luo Zhang, Min Chen, Tianyin Zheng, Ting Zhang, Wei Zhou, Xiaoxin Chen, Xiong Hao, Zhijian Zhang

arxiv:1901.08004 v6 · 2019-01-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UBAZXBSJXMUJQRF2SEGFIQAUNP}

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	2026-05-17T23:42:48.527849Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0419b8649bb289844ba910c5440146bdc232d63cce01de9e54135e274b6cbde

Aliases

arxiv: 1901.08004 · arxiv_version: 1901.08004v6 · doi: 10.48550/arxiv.1901.08004 · pith_short_12: UBAZXBSJXMUJ · pith_short_16: UBAZXBSJXMUJQRF2 · pith_short_8: UBAZXBSJ

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/UBAZXBSJXMUJQRF2SEGFIQAUNP \
  | 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: a0419b8649bb289844ba910c5440146bdc232d63cce01de9e54135e274b6cbde

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07ee618a28da68739294a29d3b3b0cfe98b9f4be78458b78cdf7800b49275c79",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-23T17:08:15Z",
    "title_canon_sha256": "83003059ca539976932a3d302a8f8870bef0b0d055d220216bcf650705fb62a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.08004",
    "kind": "arxiv",
    "version": 6
  }
}