Pith Number

pith:B5EG6AHS

pith:2022:B5EG6AHSLU6PFA6N3ON3GJSLAZ

not attested not anchored not stored refs pending

Can Wikipedia Help Offline Reinforcement Learning?

Machel Reid, Shixiang Shane Gu, Yutaro Yamada

arxiv:2201.12122 v3 · 2022-01-28 · 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{B5EG6AHSLU6PFA6N3ON3GJSLAZ}

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

6 papers in Pith

Naturalistic Computational Cognitive Science: Towards generalizable models and theories that capture the full range of natural behavior

A Generalist Agent

On the Role of Language Representations in Auto-Bidding: Findings and Implications

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Receipt and verification

First computed	2026-07-05T04:42:59.013555Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f486f00f25d3cf283cddb9bb3264b0652a91617fe0d0294f2161040666c8849

Aliases

arxiv: 2201.12122 · arxiv_version: 2201.12122v3 · doi: 10.48550/arxiv.2201.12122 · pith_short_12: B5EG6AHSLU6P · pith_short_16: B5EG6AHSLU6PFA6N · pith_short_8: B5EG6AHS

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/B5EG6AHSLU6PFA6N3ON3GJSLAZ \
  | 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: 0f486f00f25d3cf283cddb9bb3264b0652a91617fe0d0294f2161040666c8849

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ce8a2da72c13a5ba882f4a28ea4faba4dca66c7727927cc3b2eb76cbbc5d806",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-28T13:55:35Z",
    "title_canon_sha256": "245c40c896a40bc32d79fa1f77cef45ef65524c994e60e5e62e9b3264912a32e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.12122",
    "kind": "arxiv",
    "version": 3
  }
}