Pith Number

pith:CYQMW7DW

pith:2024:CYQMW7DW5NI2MDEG4JMC2FIOPY

not attested not anchored not stored refs pending

Contextual Bandit with Herding Effects: Algorithms and Recommendation Applications

Hong Xie, Liming Wang, Luyue Xu, Mingqiang Zhou

arxiv:2408.14432 v2 · 2024-08-26 · cs.LG · cs.AI · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CYQMW7DW5NI2MDEG4JMC2FIOPY}

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.

Cited by

1 paper in Pith

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype

Receipt and verification

First computed	2026-07-05T09:00:08.199826Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1620cb7c76eb51a60c86e2582d150e7e0cfae742e5a99ade926f02bad30a817f

Aliases

arxiv: 2408.14432 · arxiv_version: 2408.14432v2 · doi: 10.48550/arxiv.2408.14432 · pith_short_12: CYQMW7DW5NI2 · pith_short_16: CYQMW7DW5NI2MDEG · pith_short_8: CYQMW7DW

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/CYQMW7DW5NI2MDEG4JMC2FIOPY \
  | 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: 1620cb7c76eb51a60c86e2582d150e7e0cfae742e5a99ade926f02bad30a817f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "842abf05781c98a17ed7bd01b1adf36f54bfe726669d52cac7e88f2f7069313e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-26T17:20:34Z",
    "title_canon_sha256": "3783fb630fee846afda85613fe268ec6484af288788252e2f7ffe7ed3b1a779b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.14432",
    "kind": "arxiv",
    "version": 2
  }
}