Pith Number

pith:SOSDXB5V

pith:2021:SOSDXB5VYQEESMC3PPERCMQJDK

not attested not anchored not stored refs pending

Batched Bandits with Crowd Externalities

Nicolas Broutin, Othmane Safsafi, Raphael Feraud, Romain Laroche

arxiv:2109.14733 v1 · 2021-09-29 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SOSDXB5VYQEESMC3PPERCMQJDK}

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	2026-07-05T03:18:43.939501Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93a43b87b5c40849305b7bc91132091a9b5a1cbd3c943bbd0bcfa0347f9758bc

Aliases

arxiv: 2109.14733 · arxiv_version: 2109.14733v1 · doi: 10.48550/arxiv.2109.14733 · pith_short_12: SOSDXB5VYQEE · pith_short_16: SOSDXB5VYQEESMC3 · pith_short_8: SOSDXB5V

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/SOSDXB5VYQEESMC3PPERCMQJDK \
  | 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: 93a43b87b5c40849305b7bc91132091a9b5a1cbd3c943bbd0bcfa0347f9758bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e306dc79726308fc578657778cb64c98aa578570a745d2a0d72777c856b594d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-29T21:43:16Z",
    "title_canon_sha256": "0bb36f47fef0a932bd2ba3ecadf3bbff8b90dfbcb9bd33899ac4879e1f69d232"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.14733",
    "kind": "arxiv",
    "version": 1
  }
}