Pith Number

pith:3X742QE4

pith:2024:3X742QE447KJBYL3SFRYALFOME

not attested not anchored not stored refs pending

DISCO: An End-to-End Bandit Framework for Personalised Discount Allocation

Benjamin Howson, Eleanor Loh, Jason Shuo Zhang, Panayiota Savva

arxiv:2406.06433 v3 · 2024-06-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3X742QE447KJBYL3SFRYALFOME}

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	2026-07-05T08:31:16.463637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ddffcd409ce7d490e17b9163802cae61037da25b3dc75395173e75e91406a900

Aliases

arxiv: 2406.06433 · arxiv_version: 2406.06433v3 · doi: 10.48550/arxiv.2406.06433 · pith_short_12: 3X742QE447KJ · pith_short_16: 3X742QE447KJBYL3 · pith_short_8: 3X742QE4

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/3X742QE447KJBYL3SFRYALFOME \
  | 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: ddffcd409ce7d490e17b9163802cae61037da25b3dc75395173e75e91406a900

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e08250e352d9a44a331e2de23b3b4271c98d223ea4bcd901b69307604daea41",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-10T16:24:35Z",
    "title_canon_sha256": "3b5c02868f37a44218e5a4c8f26323aa90844cf010968fa6019223730eee9729"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.06433",
    "kind": "arxiv",
    "version": 3
  }
}