Pith Number

pith:MGUB6UTV

pith:2026:MGUB6UTV5NJBIESA6M7SAFMS3X

not attested not anchored not stored refs pending

Learning with a Single Rollout via Monte Carlo Pass@k Critic

Dale Schuurmans, Fengdi Che, Lei Yu, Meng Cao, Rupam Mahmood, Tong Che, Yang Liu

arxiv:2606.25451 v1 · 2026-06-24 · 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{MGUB6UTV5NJBIESA6M7SAFMS3X}

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.

Receipt and verification

First computed	2026-06-25T01:18:05.664741Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61a81f5275eb52141240f33f201592dde34a7225714e5698af31b1b4f021eb21

Aliases

arxiv: 2606.25451 · arxiv_version: 2606.25451v1 · doi: 10.48550/arxiv.2606.25451 · pith_short_12: MGUB6UTV5NJB · pith_short_16: MGUB6UTV5NJBIESA · pith_short_8: MGUB6UTV

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/MGUB6UTV5NJBIESA6M7SAFMS3X \
  | 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: 61a81f5275eb52141240f33f201592dde34a7225714e5698af31b1b4f021eb21

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21cfd910378e7b20b78c2f4bfcba8b3e0023b64a055c7d8ce465a6c011ba4696",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-24T06:26:34Z",
    "title_canon_sha256": "15168978af3cce440bbbc8cc3933af6cf8dbb464b50c3aba1d86623a6f0d6a25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.25451",
    "kind": "arxiv",
    "version": 1
  }
}