Pith Number

pith:CCQGJ6CA

pith:2019:CCQGJ6CAUEV6L2IJETZJYPTOJP

not attested not anchored not stored refs pending

Introduction to Multi-Armed Bandits

Aleksandrs Slivkins

arxiv:1904.07272 v8 · 2019-04-15 · cs.LG · cs.AI · cs.DS · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CCQGJ6CAUEV6L2IJETZJYPTOJP}

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

3 papers in Pith

Jailbreaking for the Average Jane: Choosing Optimal Jailbreaks via Bandit Algorithms for Automatically Enhanced Queries

Estimating soil carbon sequestration potential and approximating optimal management policies

Causal inference for social network formation

Receipt and verification

First computed	2026-07-05T08:04:09.565404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10a064f840a12be5e90924f29c3e6e4bee0d444b1e49692eaf7c3cd730f350d9

Aliases

arxiv: 1904.07272 · arxiv_version: 1904.07272v8 · doi: 10.48550/arxiv.1904.07272 · pith_short_12: CCQGJ6CAUEV6 · pith_short_16: CCQGJ6CAUEV6L2IJ · pith_short_8: CCQGJ6CA

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/CCQGJ6CAUEV6L2IJETZJYPTOJP \
  | 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: 10a064f840a12be5e90924f29c3e6e4bee0d444b1e49692eaf7c3cd730f350d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7aa84db7ec78d921ef54116decd5d9fc4a1c28ec9ea2319ed3c9035f8d5845a3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-15T18:17:01Z",
    "title_canon_sha256": "29ac1e55cb2c61bad2fb55511f52c61267b58c36b0cba14cf5f352a60e9d77e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.07272",
    "kind": "arxiv",
    "version": 8
  }
}