Pith Number

pith:QY5J6ZEF

pith:2026:QY5J6ZEFJMY7G5JISBITUL63VB

not attested not anchored not stored refs pending

STORM: Stepwise Token Optimization with Reward-Guided Beam Search

Arthur Satouf, Benjamin Piwowarski, Giulio D'Erasmo, Habiboulaye Amadou Boubacar, Pablo Piantanida, Yuxuan Zong

arxiv:2606.10621 v1 · 2026-06-09 · cs.IR · 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{QY5J6ZEFJMY7G5JISBITUL63VB}

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	2026-06-10T01:10:30.099337Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

863a9f64854b31f3752890513a2fdba87e55adfe4e28126a59d30305b32a5732

Aliases

arxiv: 2606.10621 · arxiv_version: 2606.10621v1 · doi: 10.48550/arxiv.2606.10621 · pith_short_12: QY5J6ZEFJMY7 · pith_short_16: QY5J6ZEFJMY7G5JI · pith_short_8: QY5J6ZEF

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/QY5J6ZEFJMY7G5JISBITUL63VB \
  | 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: 863a9f64854b31f3752890513a2fdba87e55adfe4e28126a59d30305b32a5732

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01d8b2f5b2df8d78f324ca5916c6214126831a38e71fa63ef3f566bd5f97e4a9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2026-06-09T09:18:09Z",
    "title_canon_sha256": "53cdbcb2fd92fbd585d4fc3aa26f62829807f27e6b7adf910476b7d012d032c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10621",
    "kind": "arxiv",
    "version": 1
  }
}