Pith Number

pith:TPXZPJWJ

pith:2022:TPXZPJWJSHUWUUMNFJXKQWFGZG

not attested not anchored not stored refs pending

A Simple and Provably Efficient Algorithm for Asynchronous Federated Contextual Linear Bandits

Jiafan He, Quanquan Gu, Tianhao Wang, Yifei Min

arxiv:2207.03106 v1 · 2022-07-07 · 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{TPXZPJWJSHUWUUMNFJXKQWFGZG}

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

When Determinants Are Not Enough: Private Rare Switching

Receipt and verification

First computed	2026-07-05T04:38:19.068559Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bef97a6c991e96a518d2a6ea858a6c982a8a150bc19d066fdbe3c4a50e75473

Aliases

arxiv: 2207.03106 · arxiv_version: 2207.03106v1 · doi: 10.48550/arxiv.2207.03106 · pith_short_12: TPXZPJWJSHUW · pith_short_16: TPXZPJWJSHUWUUMN · pith_short_8: TPXZPJWJ

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/TPXZPJWJSHUWUUMNFJXKQWFGZG \
  | 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: 9bef97a6c991e96a518d2a6ea858a6c982a8a150bc19d066fdbe3c4a50e75473

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3937ab8cdfa201e5f5d30b9efd0cfc7e99b74fbe6b44f60ab7ba1150db5094ab",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-07T06:16:19Z",
    "title_canon_sha256": "eed58d48360df3294ba329947cfb7dfd76428e192178ea43ee8c2261aa6381ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.03106",
    "kind": "arxiv",
    "version": 1
  }
}