Pith Number

pith:XNEL2A2N

pith:2025:XNEL2A2NQ3IT56BTKBQQOIHE4D

not attested not anchored not stored refs pending

Buzz, Choose, Forget: A Meta-Bandit Framework for Bee-Like Decision Making

Elena Kerjean, Emmanuelle Claeys, Jean-Michel Loubes

arxiv:2510.16462 v3 · 2025-10-18 · 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{XNEL2A2NQ3IT56BTKBQQOIHE4D}

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	2026-06-03T01:05:45.863968Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb48bd034d86d13ef83350610720e4e0f435102a274dbcb824b71adac0f8192d

Aliases

arxiv: 2510.16462 · arxiv_version: 2510.16462v3 · doi: 10.48550/arxiv.2510.16462 · pith_short_12: XNEL2A2NQ3IT · pith_short_16: XNEL2A2NQ3IT56BT · pith_short_8: XNEL2A2N

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/XNEL2A2NQ3IT56BTKBQQOIHE4D \
  | 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: bb48bd034d86d13ef83350610720e4e0f435102a274dbcb824b71adac0f8192d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f8261ea2b8e2719fdcbb3d6ecbbc572c08e3135f7eb3afce87cc1b6a7de3e36",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-18T12:03:15Z",
    "title_canon_sha256": "8a8701e14036c6ae2052ecb2544a5bb08c7317ce926cde56d59ce26ee6cf2765"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.16462",
    "kind": "arxiv",
    "version": 3
  }
}