Pith Number

pith:VX3RN5RU

pith:2023:VX3RN5RUTCJCE5JVVUNTGGVKMS

not attested not anchored not stored refs pending

A Framework for Adapting Offline Algorithms to Solve Combinatorial Multi-Armed Bandit Problems with Bandit Feedback

Christopher John Quinn, Guanyu Nie, Vaneet Aggarwal, Yanhui Zhu, Yididiya Y Nadew

arxiv:2301.13326 v2 · 2023-01-30 · cs.LG · cs.AI · cs.DS · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VX3RN5RUTCJCE5JVVUNTGGVKMS}

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	2026-07-05T06:59:50.846633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

adf716f6349892227535ad1b331aaa6495d26bd4b9256806d1d59f268d35385b

Aliases

arxiv: 2301.13326 · arxiv_version: 2301.13326v2 · doi: 10.48550/arxiv.2301.13326 · pith_short_12: VX3RN5RUTCJC · pith_short_16: VX3RN5RUTCJCE5JV · pith_short_8: VX3RN5RU

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/VX3RN5RUTCJCE5JVVUNTGGVKMS \
  | 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: adf716f6349892227535ad1b331aaa6495d26bd4b9256806d1d59f268d35385b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20d0ceaa59b558d2c1ba1acb814503bac253b0e8ae393783dc44106c0a4e04d6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DS",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-30T23:18:06Z",
    "title_canon_sha256": "f689437acadbd8f37ce6925c675962dcccbcf76f2c866d6cf2e56a4bc58c9d8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.13326",
    "kind": "arxiv",
    "version": 2
  }
}