Pith Number

pith:A53SHDZG

pith:2024:A53SHDZGAAE26H25FALY4HTT4Q

not attested not anchored not stored refs pending

Linear Contextual Bandits with Hybrid Payoff: Revisited

Gaurav Sinha, Nirjhar Das

arxiv:2406.10131 v2 · 2024-06-14 · 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{A53SHDZGAAE26H25FALY4HTT4Q}

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	2026-07-05T09:02:41.318521Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0777238f260009af1f5d28178e1e73e4072f35b1690c335915567e9697daaafe

Aliases

arxiv: 2406.10131 · arxiv_version: 2406.10131v2 · doi: 10.48550/arxiv.2406.10131 · pith_short_12: A53SHDZGAAE2 · pith_short_16: A53SHDZGAAE26H25 · pith_short_8: A53SHDZG

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/A53SHDZGAAE26H25FALY4HTT4Q \
  | 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: 0777238f260009af1f5d28178e1e73e4072f35b1690c335915567e9697daaafe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bea277dd348bf70985b455fd8e5a693a6193670a998e0360dd2054527ecddf17",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-14T15:41:21Z",
    "title_canon_sha256": "fb488153f82638bb9f22bed4a1ce9004d5889a44873d4006ce50d03964aa3322"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.10131",
    "kind": "arxiv",
    "version": 2
  }
}