Pith Number

pith:CZZFI5TD

pith:2025:CZZFI5TD6AW554T3Z26FOGU4PG

not attested not anchored not stored refs pending

Empowering LLMs in Decision Games through Algorithmic Data Synthesis

Haolin Wang, Hongsheng Li, Shuai Hu, Xueyan Li, Yazhe Niu

arxiv:2503.13980 v1 · 2025-03-18 · 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{CZZFI5TD6AW554T3Z26FOGU4PG}

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

Robots Need More than VLA and World Models

Receipt and verification

First computed	2026-07-05T10:33:52.363545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1672547663f02ddef27bcebc571a9c79a482672195d1905920c93d39333676a1

Aliases

arxiv: 2503.13980 · arxiv_version: 2503.13980v1 · doi: 10.48550/arxiv.2503.13980 · pith_short_12: CZZFI5TD6AW5 · pith_short_16: CZZFI5TD6AW554T3 · pith_short_8: CZZFI5TD

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/CZZFI5TD6AW554T3Z26FOGU4PG \
  | 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: 1672547663f02ddef27bcebc571a9c79a482672195d1905920c93d39333676a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5eb6bce8d5f29fd43321194594af4b001e443e3934f4ae3a19bbafba4cc26554",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-18T07:30:29Z",
    "title_canon_sha256": "ecb6b0be4d882a4b2f66be83ad25060717e242c1cff0087ab18eb1b378115bd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13980",
    "kind": "arxiv",
    "version": 1
  }
}