Pith Number

pith:PFCWD2NW

pith:2023:PFCWD2NWVFENTAINV3KE3J43GO

not attested not anchored not stored refs pending

Read and Reap the Rewards: Learning to Play Atari with the Help of Instruction Manuals

Amos Azaria, Paul Pu Liang, Tom M. Mitchell, Yewen Fan, Yuanzhi Li, Yue Wu

arxiv:2302.04449 v4 · 2023-02-09 · cs.LG · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PFCWD2NWVFENTAINV3KE3J43GO}

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	2026-07-05T08:46:16.145597Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

794561e9b6a948d9810daed44da79b33b4dd0d8330135467f26a6e847e33eeb3

Aliases

arxiv: 2302.04449 · arxiv_version: 2302.04449v4 · doi: 10.48550/arxiv.2302.04449 · pith_short_12: PFCWD2NWVFEN · pith_short_16: PFCWD2NWVFENTAIN · pith_short_8: PFCWD2NW

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/PFCWD2NWVFENTAINV3KE3J43GO \
  | 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: 794561e9b6a948d9810daed44da79b33b4dd0d8330135467f26a6e847e33eeb3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdb9eb2dbd9b0e22c4c0262e713ff25da5651988f63bfd410460d82e6815e602",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-09T05:47:03Z",
    "title_canon_sha256": "5846f9c0aa0c5817c097c8599ac189b5d91b7543da2d33fcedaab8829c3bf1a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.04449",
    "kind": "arxiv",
    "version": 4
  }
}