Pith Number

pith:F3SZXEUG

pith:2024:F3SZXEUGHTPMHTIAYLSYFXSUZZ

not attested not anchored not stored refs pending

Training Interactive Agent in Large FPS Game Map with Rule-enhanced Reinforcement Learning

Chen Zhang, Elvis S. Liu, Huan Hu, Qiyang Cao, Ruochen Liu, Wenya Wei, Yuan Zhou

arxiv:2410.04936 v1 · 2024-10-07 · 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{F3SZXEUGHTPMHTIAYLSYFXSUZZ}

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	2026-07-05T09:16:58.982419Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ee59b92863cdec3cd00c2e582de54ce529d0211a046487cd24026ee20203cf4

Aliases

arxiv: 2410.04936 · arxiv_version: 2410.04936v1 · doi: 10.48550/arxiv.2410.04936 · pith_short_12: F3SZXEUGHTPM · pith_short_16: F3SZXEUGHTPMHTIA · pith_short_8: F3SZXEUG

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/F3SZXEUGHTPMHTIAYLSYFXSUZZ \
  | 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: 2ee59b92863cdec3cd00c2e582de54ce529d0211a046487cd24026ee20203cf4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62926f245a404ba2aa8f254b7f6a7b6d31c4290a738174180ffb1f4da175b0c8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-07T11:27:45Z",
    "title_canon_sha256": "4997aa8a9ac562cd673b5c330b903f696a2f7c62cbef101e8dcc2c00007a4c08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04936",
    "kind": "arxiv",
    "version": 1
  }
}