Pith Number

pith:PIGM2P2M

pith:2024:PIGM2P2M2IBRNRFANUV2ULYHG2

not attested not anchored not stored refs pending

Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration

Hai Ye, Hwee Tou Ng, Mingbao Lin, Shuicheng Yan

arxiv:2412.17061 v2 · 2024-12-22 · 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{PIGM2P2M2IBRNRFANUV2ULYHG2}

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

A Theory of Inference Compute Scaling: Reasoning through Directed Stochastic Skill Search

Receipt and verification

First computed	2026-07-05T11:05:22.675903Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a0ccd3f4cd20316c4a06d2baa2f07368ab9e222cabc5f9abd4e25ea00aec482

Aliases

arxiv: 2412.17061 · arxiv_version: 2412.17061v2 · doi: 10.48550/arxiv.2412.17061 · pith_short_12: PIGM2P2M2IBR · pith_short_16: PIGM2P2M2IBRNRFA · pith_short_8: PIGM2P2M

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/PIGM2P2M2IBRNRFANUV2ULYHG2 \
  | 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: 7a0ccd3f4cd20316c4a06d2baa2f07368ab9e222cabc5f9abd4e25ea00aec482

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a9b75a5ebf0ec54e65e2e85d2b12afc26a5af5cac3c9e34b63631218ee02cae",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-22T15:16:44Z",
    "title_canon_sha256": "a566478ee546efe7e2c694eda9bd03666ca5a43c1b7753afd7e989b13afb4174"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17061",
    "kind": "arxiv",
    "version": 2
  }
}