Pith Number

pith:6AQ4ZACJ

pith:2023:6AQ4ZACJENPW2K2NTBGAQGJ7CL

not attested not anchored not stored refs pending

Combinatorial Bandits for Maximum Value Reward Function under Max Value-Index Feedback

Milan Vojnovi\'c, Wei Chen, Yiliu Wang

arxiv:2305.16074 v1 · 2023-05-25 · cs.LG · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6AQ4ZACJENPW2K2NTBGAQGJ7CL}

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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.

Cited by

1 paper in Pith

Offline Learning for Combinatorial Multi-armed Bandits

Receipt and verification

First computed	2026-07-05T06:13:59.241266Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f021cc8049235f6d2b4d984c08193f12e588a134b59b9b4b5d29efa4d4b37e82

Aliases

arxiv: 2305.16074 · arxiv_version: 2305.16074v1 · doi: 10.48550/arxiv.2305.16074 · pith_short_12: 6AQ4ZACJENPW · pith_short_16: 6AQ4ZACJENPW2K2N · pith_short_8: 6AQ4ZACJ

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/6AQ4ZACJENPW2K2NTBGAQGJ7CL \
  | 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: f021cc8049235f6d2b4d984c08193f12e588a134b59b9b4b5d29efa4d4b37e82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fe3f4359caf593250d6e8fd757a3212bbc65fb084be80e20d32970f08d29210",
    "cross_cats_sorted": [
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-25T14:02:12Z",
    "title_canon_sha256": "28ac82dc3a6f2d6e1123a28fff4a5afd8b359009d9ab5e25cbea94ffc32b9808"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.16074",
    "kind": "arxiv",
    "version": 1
  }
}