Pith Number

pith:F5QTULVM

pith:2021:F5QTULVMXSLOKX5W2V4VT6I2Y4

not attested not anchored not stored refs pending

One More Step Towards Reality: Cooperative Bandits with Imperfect Communication

Abhimanyu Dubey, Alex Pentland, Naomi Ehrich Leonard, Udari Madhushani

arxiv:2111.12482 v1 · 2021-11-24 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F5QTULVMXSLOKX5W2V4VT6I2Y4}

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	2026-07-05T03:34:52.698398Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f613a2eacbc96e55fb6d57959f91ac70967b2ab8c87c0789cd5511ac5f88a13

Aliases

arxiv: 2111.12482 · arxiv_version: 2111.12482v1 · doi: 10.48550/arxiv.2111.12482 · pith_short_12: F5QTULVMXSLO · pith_short_16: F5QTULVMXSLOKX5W · pith_short_8: F5QTULVM

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/F5QTULVMXSLOKX5W2V4VT6I2Y4 \
  | 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: 2f613a2eacbc96e55fb6d57959f91ac70967b2ab8c87c0789cd5511ac5f88a13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db1f77c3bf90bee69a9b3988bb6fd558d3f53195a93a509a5a404e8b728c015e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-11-24T13:19:11Z",
    "title_canon_sha256": "ee0d0002b3e7c365e942acadcd67e965952b7c0811c315cd97165cc9f9e0cf8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.12482",
    "kind": "arxiv",
    "version": 1
  }
}