Pith Number

pith:7V7K33WK

pith:2020:7V7K33WK25DRTWTNPQGCG6Y33M

not attested not anchored not stored refs pending

Distributed Bandits: Probabilistic Communication on $d$-regular Graphs

Naomi Ehrich Leonard, Udari Madhushani

arxiv:2011.07720 v2 · 2020-11-16 · stat.ML · cs.LG · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7V7K33WK25DRTWTNPQGCG6Y33M}

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	2026-07-05T03:21:07.219594Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd7eadeecad74719da6d7c0c237b1bdb34b27fc1f55c590bd2896914c7578819

Aliases

arxiv: 2011.07720 · arxiv_version: 2011.07720v2 · doi: 10.48550/arxiv.2011.07720 · pith_short_12: 7V7K33WK25DR · pith_short_16: 7V7K33WK25DRTWTN · pith_short_8: 7V7K33WK

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/7V7K33WK25DRTWTNPQGCG6Y33M \
  | 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: fd7eadeecad74719da6d7c0c237b1bdb34b27fc1f55c590bd2896914c7578819

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35d1434976f2b9281a1c1c0b2aa0e4c8ae1fa7adf36b20a104408296967349ed",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-11-16T04:53:54Z",
    "title_canon_sha256": "2666ee2031948cf6e9ca477274d4b710b9626b3782205aa2c36bbc08c8ff5f37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.07720",
    "kind": "arxiv",
    "version": 2
  }
}