Pith Number

pith:AF3LSFZV

pith:2022:AF3LSFZVR7N5PSUEDZXYSDHCLA

not attested not anchored not stored refs pending

Towards Data-Driven Offline Simulations for Online Reinforcement Learning

Alex Lamb, Dipendra Misra, Felipe Vieira Frujeri, John Langford, Paul Mineiro, Sebastian Kochman, Shengpu Tang

arxiv:2211.07614 v1 · 2022-11-14 · 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{AF3LSFZVR7N5PSUEDZXYSDHCLA}

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	2026-07-05T05:15:55.561679Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0176b917358fdbd7ca841e6f890ce2583ba5340cf44946c36fa12e5584d796a1

Aliases

arxiv: 2211.07614 · arxiv_version: 2211.07614v1 · doi: 10.48550/arxiv.2211.07614 · pith_short_12: AF3LSFZVR7N5 · pith_short_16: AF3LSFZVR7N5PSUE · pith_short_8: AF3LSFZV

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/AF3LSFZVR7N5PSUEDZXYSDHCLA \
  | 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: 0176b917358fdbd7ca841e6f890ce2583ba5340cf44946c36fa12e5584d796a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc46866e6d68c3c203427c26fe172994636e7de05f217f967aa53a8c1d33ec2f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-14T18:36:13Z",
    "title_canon_sha256": "89e82eadef1a091ee127d5c07437d8c3e73d9fea5e147dc6de9d9085a72c7238"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.07614",
    "kind": "arxiv",
    "version": 1
  }
}