Pith Number

pith:RYO4WEN2

pith:2022:RYO4WEN2TERQIFE3QUEVV45XD6

not attested not anchored not stored refs pending

On Transforming Reinforcement Learning by Transformer: The Development Trajectory

Dacheng Tao, Li Shen, Shengchao Hu, Ya Zhang, Yixin Chen

arxiv:2212.14164 v2 · 2022-12-29 · 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{RYO4WEN2TERQIFE3QUEVV45XD6}

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

Decision Flow Policy Optimization

Receipt and verification

First computed	2026-07-05T05:34:51.073079Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e1dcb11ba992304149b85095af3b71f898a1b5dd8929e44804aac1d140014ac

Aliases

arxiv: 2212.14164 · arxiv_version: 2212.14164v2 · doi: 10.48550/arxiv.2212.14164 · pith_short_12: RYO4WEN2TERQ · pith_short_16: RYO4WEN2TERQIFE3 · pith_short_8: RYO4WEN2

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/RYO4WEN2TERQIFE3QUEVV45XD6 \
  | 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: 8e1dcb11ba992304149b85095af3b71f898a1b5dd8929e44804aac1d140014ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b647bf069cb17a3bc5683514ac4aee0fc724cb677c79af60d6f5dd434c216dd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-29T03:15:59Z",
    "title_canon_sha256": "69a347c0f3e2ada342015382a27bc35a98179cd983ed65ddb37c8bb733c83a18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.14164",
    "kind": "arxiv",
    "version": 2
  }
}