Pith Number

pith:OUHTUEFS

pith:2025:OUHTUEFSANBUSEAVUFYUOVFWYO

not attested not anchored not stored refs pending

Multi-agent Multi-armed Bandit with Fully Heavy-tailed Dynamics

Mengfan Xu, Xingyu Wang

arxiv:2501.19239 v1 · 2025-01-31 · 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{OUHTUEFSANBUSEAVUFYUOVFWYO}

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	2026-07-05T10:07:58.210348Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

750f3a10b20343491015a1714754b6c3a8fd63ae783fde136d096ee7e102f9d8

Aliases

arxiv: 2501.19239 · arxiv_version: 2501.19239v1 · doi: 10.48550/arxiv.2501.19239 · pith_short_12: OUHTUEFSANBU · pith_short_16: OUHTUEFSANBUSEAV · pith_short_8: OUHTUEFS

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/OUHTUEFSANBUSEAVUFYUOVFWYO \
  | 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: 750f3a10b20343491015a1714754b6c3a8fd63ae783fde136d096ee7e102f9d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b15d2e3be3c7266bdedf156008fce6edee85399a27ad5d84c963c8d0bfa3fde",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T15:53:14Z",
    "title_canon_sha256": "9168d89ea8df90e0c64712bde03cfa4f58b493d26bfb5ae27d51d9f0bb06d871"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19239",
    "kind": "arxiv",
    "version": 1
  }
}