Pith Number

pith:U4EMEGOO

pith:2025:U4EMEGOOLHUZT5PQRIZOKXE7QE

not attested not anchored not stored refs pending

Disentangling Exploration of Large Language Models by Optimal Exploitation

Christian Bartelt, Patrick Betz, Sascha Marton, Stefan L\"udtke, Tim Grams

arxiv:2501.08925 v3 · 2025-01-15 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U4EMEGOOLHUZT5PQRIZOKXE7QE}

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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

1 paper in Pith

Disentangling Exploration of Large Language Models by Optimal Exploitation

Receipt and verification

First computed	2026-07-05T11:58:23.853559Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a708c219ce59e999f5f08a32e55c9f81026b18a356cfea65baddc5b6b6e811d1

Aliases

arxiv: 2501.08925 · arxiv_version: 2501.08925v3 · doi: 10.48550/arxiv.2501.08925 · pith_short_12: U4EMEGOOLHUZ · pith_short_16: U4EMEGOOLHUZT5PQ · pith_short_8: U4EMEGOO

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/U4EMEGOOLHUZT5PQRIZOKXE7QE \
  | 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: a708c219ce59e999f5f08a32e55c9f81026b18a356cfea65baddc5b6b6e811d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dec9712dfc934dac297270bd1dec8b1dbe8ad292259e37a9bb28dfc7121e6694",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-15T16:30:29Z",
    "title_canon_sha256": "4f98415388c511afc734b60014ba9f3cc80e13278d0ea51ae0a104dc67ee477e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08925",
    "kind": "arxiv",
    "version": 3
  }
}