Pith Number

pith:3GMEITB4

pith:2025:3GMEITB4M7PCWYVJ7LBWZNEMWY

not attested not anchored not stored refs pending

Learning Game-Playing Agents with Generative Code Optimization

Allen Nie, Ryan Rong, YuCheng Yuan, Zhiyi Kuang

arxiv:2508.19506 v1 · 2025-08-27 · 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{3GMEITB4M7PCWYVJ7LBWZNEMWY}

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	2026-07-05T12:00:12.797595Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d998444c3c67de2b62a9fac36cb48cb61a3f54c37f8d944e3c979d769d8dbca3

Aliases

arxiv: 2508.19506 · arxiv_version: 2508.19506v1 · doi: 10.48550/arxiv.2508.19506 · pith_short_12: 3GMEITB4M7PC · pith_short_16: 3GMEITB4M7PCWYVJ · pith_short_8: 3GMEITB4

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/3GMEITB4M7PCWYVJ7LBWZNEMWY \
  | 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: d998444c3c67de2b62a9fac36cb48cb61a3f54c37f8d944e3c979d769d8dbca3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a22fe36e2b9c2a29c66b776555f6dd8399badc937633b4c8cd488ebb31581d10",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-27T01:30:20Z",
    "title_canon_sha256": "3916256f0961aa655eaa0ca8eb549b249f67d759eefe87af9e6c662da0f917c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.19506",
    "kind": "arxiv",
    "version": 1
  }
}