Pith Number

pith:7HPJU5GI

pith:2020:7HPJU5GINHAJ7YQXDUQC5A4P5C

not attested not anchored not stored refs pending

TStarBot-X: An Open-Sourced and Comprehensive Study for Efficient League Training in StarCraft II Full Game

Hongsheng Yu, Jiechao Xiong, Lei Han, Meng Fang, Peng Sun, Qiaobo Chen, Qingwei Guo, Tengfei Shi, Xinghai Sun, Xipeng Wu, Zhengyou Zhang

arxiv:2011.13729 v2 · 2020-11-27 · 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{7HPJU5GINHAJ7YQXDUQC5A4P5C}

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.

Cited by

1 paper in Pith

Hierarchical Reinforcement Learning in StarCraft Micromanagement with Influence Maps and Cluster-based Scripts

Receipt and verification

First computed	2026-07-05T02:36:21.781114Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9de9a74c869c09fe2171d202e838fe89713cb6e057e84093b744e207f1360b1

Aliases

arxiv: 2011.13729 · arxiv_version: 2011.13729v2 · doi: 10.48550/arxiv.2011.13729 · pith_short_12: 7HPJU5GINHAJ · pith_short_16: 7HPJU5GINHAJ7YQX · pith_short_8: 7HPJU5GI

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/7HPJU5GINHAJ7YQXDUQC5A4P5C \
  | 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: f9de9a74c869c09fe2171d202e838fe89713cb6e057e84093b744e207f1360b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31752929a2e65271a5cf9519fcf249b7ece19441b8ff26c7dcb1b30096777e7e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-11-27T13:31:49Z",
    "title_canon_sha256": "003de90caf8bdedb2c6c98d840317d4fc96ab22dddd04a4463a128d3733e0d00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.13729",
    "kind": "arxiv",
    "version": 2
  }
}