Pith Number

pith:AOPONSWG

pith:2022:AOPONSWGHRORWXN2K7TCCMGOYR

not attested not anchored not stored refs pending

Offline RL With Realistic Datasets: Heteroskedasticity and Support Constraints

Anikait Singh, Aviral Kumar, Quan Vuong, Sergey Levine, Yevgen Chebotar

arxiv:2211.01052 v2 · 2022-11-02 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AOPONSWGHRORWXN2K7TCCMGOYR}

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	2026-07-05T05:17:48.313343Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

039ee6cac63c5d1b5dba57e62130cec4454341e658b78b9b641fd8608ba41159

Aliases

arxiv: 2211.01052 · arxiv_version: 2211.01052v2 · doi: 10.48550/arxiv.2211.01052 · pith_short_12: AOPONSWGHROR · pith_short_16: AOPONSWGHRORWXN2 · pith_short_8: AOPONSWG

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/AOPONSWGHRORWXN2K7TCCMGOYR \
  | 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: 039ee6cac63c5d1b5dba57e62130cec4454341e658b78b9b641fd8608ba41159

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73f43e7b8705283e62027417fa3c9f152c10a55ccb82f9e94bbb28b24f8b1c20",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-02T11:36:06Z",
    "title_canon_sha256": "e832d110d134381614524284d4497bce0b5071a56997ae94b0c534aa36e8086c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01052",
    "kind": "arxiv",
    "version": 2
  }
}