Pith Number

pith:5TGGHEPW

pith:2025:5TGGHEPWKIJRI44NOK2WFGLYYC

not attested not anchored not stored refs pending

Large Language Model-Enhanced Multi-Armed Bandits

Chenjun Xiao, Jiahang Sun, John C.S. Lui, Runhan Yang, Zhiyong Wang, Zhongxiang Dai

arxiv:2502.01118 v1 · 2025-02-03 · 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{5TGGHEPWKIJRI44NOK2WFGLYYC}

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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

GRIMIP: A General Framework for Instance-Specific Configuration of MIP Solvers Using LLMs

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

Calibration-Gated LLM Pseudo-Observations for Online Contextual Bandits

Receipt and verification

First computed	2026-07-05T10:08:43.058599Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eccc6391f6521314738d72b5629978c084c13836f05cc7add5f2e70ae87cb5bc

Aliases

arxiv: 2502.01118 · arxiv_version: 2502.01118v1 · doi: 10.48550/arxiv.2502.01118 · pith_short_12: 5TGGHEPWKIJR · pith_short_16: 5TGGHEPWKIJRI44N · pith_short_8: 5TGGHEPW

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/5TGGHEPWKIJRI44NOK2WFGLYYC \
  | 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: eccc6391f6521314738d72b5629978c084c13836f05cc7add5f2e70ae87cb5bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37d0818a6e3be02ceb184cb4170456f088dd6f3ee9badd7d8b0799bd4b4ed28f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-03T07:19:05Z",
    "title_canon_sha256": "b6cb6c17fe416e916992ea50dc372a0cf392dac92b1bd4fc3652125d7c548cd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01118",
    "kind": "arxiv",
    "version": 1
  }
}