Pith Number

pith:BM55MR6E

pith:2025:BM55MR6EIOO2PLFLOQSBCWDCIC

not attested not anchored not stored refs pending

Stochastic Multi-Objective Multi-Armed Bandits: Regret Definition and Algorithm

Mansoor Davoodi, Setareh Maghsudi

arxiv:2506.13125 v1 · 2025-06-16 · cs.LG · cs.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BM55MR6EIOO2PLFLOQSBCWDCIC}

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	2026-07-05T11:22:05.567926Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b3bd647c4439da7acab742411586240844386a0870be6dd4912bbe751bb7ac3

Aliases

arxiv: 2506.13125 · arxiv_version: 2506.13125v1 · doi: 10.48550/arxiv.2506.13125 · pith_short_12: BM55MR6EIOO2 · pith_short_16: BM55MR6EIOO2PLFL · pith_short_8: BM55MR6E

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/BM55MR6EIOO2PLFLOQSBCWDCIC \
  | 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: 0b3bd647c4439da7acab742411586240844386a0870be6dd4912bbe751bb7ac3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5354a45ec169276d56dea8d4ee8944c253e95f8f53f0cc1f85b4847c69924e6",
    "cross_cats_sorted": [
      "cs.DS"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-16T06:09:28Z",
    "title_canon_sha256": "f685c87a538de50cc6a60953552ce15d86c8362edb6d515fec4bc83022eac78a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13125",
    "kind": "arxiv",
    "version": 1
  }
}