Pith Number

pith:4JOODRFH

pith:2018:4JOODRFHCOFY37HJCGZN7OO6FS

not attested not anchored not stored refs pending

Contextual Multi-Armed Bandits for Causal Marketing

Chitti Babu Namballa, Houssam Nassif, Narayanan Sadagopan, Neela Sawant

arxiv:1810.01859 v1 · 2018-10-02 · cs.LG · 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{4JOODRFHCOFY37HJCGZN7OO6FS}

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

2 papers in Pith

A Review of Causal Decision Making

Budget-Constrained Causal Bandits: Bridging Uplift Modeling and Sequential Decision-Making

Receipt and verification

First computed	2026-05-18T00:04:07.140195Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e25ce1c4a7138b8dfce911b2dfb9de2cb868eaf4337f79e1564a5a761eb1b951

Aliases

arxiv: 1810.01859 · arxiv_version: 1810.01859v1 · doi: 10.48550/arxiv.1810.01859 · pith_short_12: 4JOODRFHCOFY · pith_short_16: 4JOODRFHCOFY37HJ · pith_short_8: 4JOODRFH

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/4JOODRFHCOFY37HJCGZN7OO6FS \
  | 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: e25ce1c4a7138b8dfce911b2dfb9de2cb868eaf4337f79e1564a5a761eb1b951

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3ba6b6691dd7d6bf525707f2e2320a2f3c20db89f50682da79b9409098a9636",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-02T20:59:07Z",
    "title_canon_sha256": "6dd0c5ffbb525fb7ec48177bc9b08be6e7ccd5e6c76a0d11ca7e45dd86334ea9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.01859",
    "kind": "arxiv",
    "version": 1
  }
}