Pith Number

pith:ZLP7INGQ

pith:2022:ZLP7INGQ3BQIOS43WD6FNJW6YE

not attested not anchored not stored refs pending

Federated Offline Reinforcement Learning

Aaron Sonabend-W, Doudou Zhou, Junwei Lu, Tianxi Cai, Yufeng Zhang, Zhaoran Wang

arxiv:2206.05581 v3 · 2022-06-11 · stat.ML · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZLP7INGQ3BQIOS43WD6FNJW6YE}

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	2026-07-05T07:38:06.806563Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cadff434d0d860874b9bb0fc56a6dec13918c15963bc76f28badfa2d1767d705

Aliases

arxiv: 2206.05581 · arxiv_version: 2206.05581v3 · doi: 10.48550/arxiv.2206.05581 · pith_short_12: ZLP7INGQ3BQI · pith_short_16: ZLP7INGQ3BQIOS43 · pith_short_8: ZLP7INGQ

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/ZLP7INGQ3BQIOS43WD6FNJW6YE \
  | 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: cadff434d0d860874b9bb0fc56a6dec13918c15963bc76f28badfa2d1767d705

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55dca9e18dfcbc080d82daf4ce3ec88d393c233aa270292837eb52d672099c36",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-06-11T18:03:26Z",
    "title_canon_sha256": "94fa80dce743ed75a6964333e1ef91f7742d7e03c3a934bc8a840c2f65992dee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.05581",
    "kind": "arxiv",
    "version": 3
  }
}