Pith Number

pith:PVAAGVBN

pith:2024:PVAAGVBN4LVRHEI444CKEBXSAE

not attested not anchored not stored refs pending

Interpretable Contrastive Monte Carlo Tree Search Reasoning

Aiwei Liu, Boye Niu, Haotian Xu, Hongzhang Liu, Lijie Wen, Xuming Hu, Xuzheng He, Zitian Gao

arxiv:2410.01707 v3 · 2024-10-02 · cs.CL · 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{PVAAGVBN4LVRHEI444CKEBXSAE}

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

11 papers in Pith

Beyond Fixed Budgets: Characterizing the Inelasticity and Limitations of Tree-of-Thought Reasoning Strategies

Not All Rollouts are Useful: Down-Sampling Rollouts in LLM Reinforcement Learning

Less Diverse, Less Safe: The Indirect But Pervasive Risk of Test-Time Scaling in Large Language Models

NeuroSymActive: Differentiable Neural-Symbolic Reasoning with Active Exploration for Knowledge Graph Question Answering

Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration

Receipt and verification

First computed	2026-07-05T09:54:04.733564Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d4003542de2eb13911ce704a206f2012b16400eb625a9b511f13988d1e47111

Aliases

arxiv: 2410.01707 · arxiv_version: 2410.01707v3 · doi: 10.48550/arxiv.2410.01707 · pith_short_12: PVAAGVBN4LVR · pith_short_16: PVAAGVBN4LVRHEI4 · pith_short_8: PVAAGVBN

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/PVAAGVBN4LVRHEI444CKEBXSAE \
  | 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: 7d4003542de2eb13911ce704a206f2012b16400eb625a9b511f13988d1e47111

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f1cf3cf9a20c5cb2cb37d62d037c45e2db944bd8cf87e2594a46a138812c60f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-02T16:15:31Z",
    "title_canon_sha256": "c720b7be7157bb9bea8d773f54fb831899bfaf42c505c9ccd5c428c47a4c5e4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01707",
    "kind": "arxiv",
    "version": 3
  }
}