Pith Number

pith:VL5O74IC

pith:2024:VL5O74ICDVJNMAXR7BSO4BH5K2

not attested not anchored not stored refs pending

Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning

Anirudh Goyal, Kenji Kawaguchi, Michael Shieh, Min-Yen Kan, Timothy P. Lillicrap, Wenyue Zheng, Yuxi Xie

arxiv:2405.00451 v2 · 2024-05-01 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VL5O74ICDVJNMAXR7BSO4BH5K2}

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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

35 papers in Pith

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Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

ReSum: Synergizing LLM Reasoning and Summarization with Reinforcement Learning

APPO: Agentic Procedural Policy Optimization

TRACE: A Unified Rollout Budget Allocation Framework for Efficient Agentic Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:33:01.840151Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aafaeff1021d52d602f1f864ee04fd5692fb36a6f0d149dc3c00e17c5ab80b46

Aliases

arxiv: 2405.00451 · arxiv_version: 2405.00451v2 · doi: 10.48550/arxiv.2405.00451 · pith_short_12: VL5O74ICDVJN · pith_short_16: VL5O74ICDVJNMAXR · pith_short_8: VL5O74IC

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/VL5O74ICDVJNMAXR7BSO4BH5K2 \
  | 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: aafaeff1021d52d602f1f864ee04fd5692fb36a6f0d149dc3c00e17c5ab80b46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a0acfb0680fc60973fb1913fd32dec6b8306ec63f770cf38d56b8641aeb451e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-05-01T11:10:24Z",
    "title_canon_sha256": "12c09afcab6ead52f8af2a4a107bc5592ef43c6cc98cffe3e10e8ce1cd8f83f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.00451",
    "kind": "arxiv",
    "version": 2
  }
}