Pith Number

pith:MF423XBJ

pith:2024:MF423XBJ6OT4BWFXZYWURQXT6Z

not attested not anchored not stored refs pending

SwarmBrain: Embodied agent for real-time strategy game StarCraft II via large language models

Fei Zuo, Mengqing Liu, Weifu Jiang, Xiao Shao

arxiv:2401.17749 v1 · 2024-01-31 · 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{MF423XBJ6OT4BWFXZYWURQXT6Z}

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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

Reflection of Episodes: Learning to Play Game from Expert and Self Experiences

Receipt and verification

First computed	2026-07-05T07:39:41.758493Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6179addc29f3a7c0d8b7ce2d48c2f3f665cd0fcca267b896bcff416c7c7c5f0b

Aliases

arxiv: 2401.17749 · arxiv_version: 2401.17749v1 · doi: 10.48550/arxiv.2401.17749 · pith_short_12: MF423XBJ6OT4 · pith_short_16: MF423XBJ6OT4BWFX · pith_short_8: MF423XBJ

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/MF423XBJ6OT4BWFXZYWURQXT6Z \
  | 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: 6179addc29f3a7c0d8b7ce2d48c2f3f665cd0fcca267b896bcff416c7c7c5f0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f43cceb86393eaea6bdb0e953cc16006d248b16cd6b715a338e16ae165bc6701",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-01-31T11:14:29Z",
    "title_canon_sha256": "0f441d27f084aae0f804f3dc27369cf28ff81a0e0b99e85d27c0a092c4b7a245"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.17749",
    "kind": "arxiv",
    "version": 1
  }
}