Pith Number

pith:MQ3P4K65

pith:2023:MQ3P4K65ONR2FOCBQYEVXMR4FF

not attested not anchored not stored refs pending

Reinforcement Learning for Generative AI: A Survey

Julian McAuley, Lina Yao, Quan Z. Sheng, Yuanjiang Cao

arxiv:2308.14328 v3 · 2023-08-28 · 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{MQ3P4K65ONR2FOCBQYEVXMR4FF}

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	2026-07-05T10:18:32.656585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6436fe2bdd7363a2b84186095bb23c295ad26d0be7f5181524d037adb09dc1a7

Aliases

arxiv: 2308.14328 · arxiv_version: 2308.14328v3 · doi: 10.48550/arxiv.2308.14328 · pith_short_12: MQ3P4K65ONR2 · pith_short_16: MQ3P4K65ONR2FOCB · pith_short_8: MQ3P4K65

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/MQ3P4K65ONR2FOCBQYEVXMR4FF \
  | 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: 6436fe2bdd7363a2b84186095bb23c295ad26d0be7f5181524d037adb09dc1a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3107b484b6226bdd66cc051adcec1de5da8021ef8ee12e1356b75c43aa8cb2b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-28T06:15:14Z",
    "title_canon_sha256": "18e46b5fcaa0bbaad9acd76b243c7de52d5e004cf65006f0da714d48296c60e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.14328",
    "kind": "arxiv",
    "version": 3
  }
}