Pith Number

pith:CVIWYU6Q

pith:2023:CVIWYU6QRQ3MJVK7ZTLGK4SELK

not attested not anchored not stored refs pending

LLMs-augmented Contextual Bandit

Ali Baheri, Cecilia O. Alm

arxiv:2311.02268 v1 · 2023-11-03 · 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{CVIWYU6QRQ3MJVK7ZTLGK4SELK}

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

5 papers in Pith

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits

When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

Multi-Drafter Speculative Decoding with Alignment Feedback

Calibration-Gated LLM Pseudo-Observations for Online Contextual Bandits

Receipt and verification

First computed	2026-07-05T07:09:08.578611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15516c53d08c36c4d55fccd66572445aacae599a68b570bec13b22103c4c96fd

Aliases

arxiv: 2311.02268 · arxiv_version: 2311.02268v1 · doi: 10.48550/arxiv.2311.02268 · pith_short_12: CVIWYU6QRQ3M · pith_short_16: CVIWYU6QRQ3MJVK7 · pith_short_8: CVIWYU6Q

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/CVIWYU6QRQ3MJVK7ZTLGK4SELK \
  | 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: 15516c53d08c36c4d55fccd66572445aacae599a68b570bec13b22103c4c96fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3dd0019e2b1fd4d3375ec549ad5f67b5d04c954925077581706805613d1180d9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-03T23:12:57Z",
    "title_canon_sha256": "787494a13642c97a0fa2fa7cbb1d11e4b889cea634f48feecf59abcd80023940"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.02268",
    "kind": "arxiv",
    "version": 1
  }
}