Pith Number

pith:I7O4CQIT

pith:2025:I7O4CQITCPIMNVRF2X7SXPD3XM

not attested not anchored not stored refs pending

Sample, Scrutinize and Scale: Effective Inference-Time Search by Scaling Verification

Eric Zhao, Pranjal Awasthi, Sreenivas Gollapudi

arxiv:2502.01839 v2 · 2025-02-03 · cs.LG · 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{I7O4CQITCPIMNVRF2X7SXPD3XM}

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

8 papers in Pith

DIRECT: When and Where Should You Allocate Test-Time Compute in Embodied Planners?

When LLMs Stop Following Steps: A Diagnostic Study of Procedural Execution in Language Models

Pseudo-Formalization for Automatic Proof Verification

The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Receipt and verification

First computed	2026-07-05T10:17:15.694529Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47ddc1411313d0c6d625d5ff2bbc7bbb1b4e3af510ffe914a32eb2e40fba35a5

Aliases

arxiv: 2502.01839 · arxiv_version: 2502.01839v2 · doi: 10.48550/arxiv.2502.01839 · pith_short_12: I7O4CQITCPIM · pith_short_16: I7O4CQITCPIMNVRF · pith_short_8: I7O4CQIT

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/I7O4CQITCPIMNVRF2X7SXPD3XM \
  | 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: 47ddc1411313d0c6d625d5ff2bbc7bbb1b4e3af510ffe914a32eb2e40fba35a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d24b3b2ccfda6fd8e5d80590014f0b610aee5451ff201c1e545271cb31b43ed",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-03T21:31:07Z",
    "title_canon_sha256": "fb1432fe2cf3bd32523ea6db58db9dc94f5dfed48719a0653f1ac8a74a1b75dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01839",
    "kind": "arxiv",
    "version": 2
  }
}