Pith Number

pith:4HQMLSID

pith:2024:4HQMLSIDLQRQ5ME5LAB53OWTCR

not attested not anchored not stored refs pending

Stochastic contextual bandits with graph feedback: from independence number to MAS number

Yanjun Han, Yuxiao Wen, Zhengyuan Zhou

arxiv:2402.18591 v2 · 2024-02-12 · cs.LG · cs.GT · 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{4HQMLSIDLQRQ5ME5LAB53OWTCR}

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

Decentralized Contextual Bandits with Network Adaptivity

Receipt and verification

First computed	2026-07-05T09:32:05.943026Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1e0c5c9035c230eb09d5803ddbad3144409bb006a21babf2925fed455443e49

Aliases

arxiv: 2402.18591 · arxiv_version: 2402.18591v2 · doi: 10.48550/arxiv.2402.18591 · pith_short_12: 4HQMLSIDLQRQ · pith_short_16: 4HQMLSIDLQRQ5ME5 · pith_short_8: 4HQMLSID

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/4HQMLSIDLQRQ5ME5LAB53OWTCR \
  | 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: e1e0c5c9035c230eb09d5803ddbad3144409bb006a21babf2925fed455443e49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "200f62e8e3c0391a2b325f816280136f5ae2f3b7be536685d8ecf24f48dd3230",
    "cross_cats_sorted": [
      "cs.GT",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T06:56:13Z",
    "title_canon_sha256": "888b92dec88c45ad8796bb5c573721b728f631b7c399de69d231773d8230e170"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.18591",
    "kind": "arxiv",
    "version": 2
  }
}