Pith Number

pith:JO4COQCB

pith:2025:JO4COQCBW6APV54KJE5VGAUKRM

not attested not anchored not stored refs pending

Uncertainty Estimation of the Optimal Decision with Application to Cure Process Optimization

Gang Li, Madhura Limaye, Qiong Zhang, Yezhuo Li

arxiv:2507.21995 v1 · 2025-07-29 · stat.AP

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JO4COQCBW6APV54KJE5VGAUKRM}

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	2026-07-05T11:45:11.186153Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bb8274041b780faf78a493b53028a8b17430f6e815bdc8afd4f70f89ff49242

Aliases

arxiv: 2507.21995 · arxiv_version: 2507.21995v1 · doi: 10.48550/arxiv.2507.21995 · pith_short_12: JO4COQCBW6AP · pith_short_16: JO4COQCBW6APV54K · pith_short_8: JO4COQCB

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/JO4COQCBW6APV54KJE5VGAUKRM \
  | 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: 4bb8274041b780faf78a493b53028a8b17430f6e815bdc8afd4f70f89ff49242

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d086a82f93411738c8768b3cd32c56634284054732c04301aa78d24ecbc28903",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2025-07-29T16:45:01Z",
    "title_canon_sha256": "58a7b584479167243174a00bd2a4f1f13e405cd72dbbf4fdf2e231607a69eb26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21995",
    "kind": "arxiv",
    "version": 1
  }
}