Pith Number

pith:YY5BJV2J

pith:2024:YY5BJV2J7KYWO2EB5PKYGGGDIK

not attested not anchored not stored refs pending

Towards Self-Improvement of LLMs via MCTS: Leveraging Stepwise Knowledge with Curriculum Preference Learning

Baolin Peng, Dian Yu, Dong Yu, Furong Huang, Haitao Mi, Linfeng Song, Xiyao Wang, Ye Tian

arxiv:2410.06508 v1 · 2024-10-09 · cs.LG · 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{YY5BJV2J7KYWO2EB5PKYGGGDIK}

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

Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling

Receipt and verification

First computed	2026-07-05T09:18:02.824915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c63a14d749fab1676881ebd58318c3428fc9799d8bf8a14410dce614a604046d

Aliases

arxiv: 2410.06508 · arxiv_version: 2410.06508v1 · doi: 10.48550/arxiv.2410.06508 · pith_short_12: YY5BJV2J7KYW · pith_short_16: YY5BJV2J7KYWO2EB · pith_short_8: YY5BJV2J

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/YY5BJV2J7KYWO2EB5PKYGGGDIK \
  | 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: c63a14d749fab1676881ebd58318c3428fc9799d8bf8a14410dce614a604046d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad83494e22b597ee8216b282e879679af86c3ab194f65b03a273f59260ff3a46",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-09T03:20:02Z",
    "title_canon_sha256": "082bdd7d31a7e94f2108a745314fd51334152391931d035d9147017c01b7a7bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06508",
    "kind": "arxiv",
    "version": 1
  }
}