Pith Number

pith:4XIR67E4

pith:2024:4XIR67E4V3637RASZFS4BVUKGU

not attested not anchored not stored refs pending

LLM-PySC2: Starcraft II learning environment for Large Language Models

Chang Lu, Huanyu Li, Hui Wu, Kuihua Huang, Lumin Jiang, Pengfei Li, Runnan Qi, Xiangbei Liu, Xian Guo, Xiaojie Xu, Xuebo Zhang, Yanan Ni, Yunzheng Guo, Zhe Ma, Zongyuan Li

arxiv:2411.05348 v2 · 2024-11-08 · 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{4XIR67E4V3637RASZFS4BVUKGU}

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

SC2Arena and StarEvolve: Benchmark and Self-Improvement Framework for LLMs in Complex Decision-Making Tasks

Receipt and verification

First computed	2026-07-05T10:57:29.352700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5d11f7c9caefdbfc412c965c0d68a3535bd546d6be73a50ce127558dc5f3e4e

Aliases

arxiv: 2411.05348 · arxiv_version: 2411.05348v2 · doi: 10.48550/arxiv.2411.05348 · pith_short_12: 4XIR67E4V363 · pith_short_16: 4XIR67E4V3637RAS · pith_short_8: 4XIR67E4

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/4XIR67E4V3637RASZFS4BVUKGU \
  | 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: e5d11f7c9caefdbfc412c965c0d68a3535bd546d6be73a50ce127558dc5f3e4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd52797ee5b4baa7a654bf37b26af97e2bf7d3d92e07e5f9b0632e8c3379fbd3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-08T06:04:22Z",
    "title_canon_sha256": "998c1fe6883fa861668f636734570cddb7d2938620aaea753d847d0c34c14481"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.05348",
    "kind": "arxiv",
    "version": 2
  }
}