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Pith Number

pith:LAECVBVK

pith:2025:LAECVBVKI6Z7LS6IE4G57HX2G6
not attested not anchored not stored refs pending

Online Multi-LLM Selection via Contextual Bandits under Unstructured Context Evolution

Fang Kong, Jinhang Zuo, John C.S. Lui, Manhin Poon, Xiangxiang Dai, Xutong Liu

arxiv:2506.17670 v1 · 2025-06-21 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{LAECVBVKI6Z7LS6IE4G57HX2G6}

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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

Receipt and verification
First computed 2026-07-05T11:25:21.495795Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

58082a86aa47b3f5cbc8270ddf9efa37b0e54131fb8204ab53a87925f22584eb

Aliases

arxiv: 2506.17670 · arxiv_version: 2506.17670v1 · doi: 10.48550/arxiv.2506.17670 · pith_short_12: LAECVBVKI6Z7 · pith_short_16: LAECVBVKI6Z7LS6I · pith_short_8: LAECVBVK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/LAECVBVKI6Z7LS6IE4G57HX2G6 \
  | 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: 58082a86aa47b3f5cbc8270ddf9efa37b0e54131fb8204ab53a87925f22584eb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "85e9b47f96fa91a11466582907cebc87f1dcfdc5e07a6a53b5c18050deaa38d8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-21T10:01:46Z",
    "title_canon_sha256": "9dda5ddaae1e4db50b763e516fd3f9efa4f68bb8cf2599ac492cee49f0143ef7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17670",
    "kind": "arxiv",
    "version": 1
  }
}