Pith Number

pith:QWWOADKY

pith:2025:QWWOADKYVUM7D3K34H5H5UVRR6

not attested not anchored not stored refs pending

Post-estimation Adjustments in Data-driven Decision-making with Applications in Pricing

Guan Wang, Max Biggs, Michael Albert, Ningyuan Chen

arxiv:2507.20501 v1 · 2025-07-28 · math.OC · 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{QWWOADKYVUM7D3K34H5H5UVRR6}

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	2026-07-05T11:44:20.330644Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85ace00d58ad19f1ed5be1fa7ed2b18f907002ca73ef1d644ddaea5d6a17baea

Aliases

arxiv: 2507.20501 · arxiv_version: 2507.20501v1 · doi: 10.48550/arxiv.2507.20501 · pith_short_12: QWWOADKYVUM7 · pith_short_16: QWWOADKYVUM7D3K3 · pith_short_8: QWWOADKY

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/QWWOADKYVUM7D3K34H5H5UVRR6 \
  | 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: 85ace00d58ad19f1ed5be1fa7ed2b18f907002ca73ef1d644ddaea5d6a17baea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd7c23cb83ab7b6cb949ae9094046e4f38f1f35f80bca7b5aeb04b1deb8a5879",
    "cross_cats_sorted": [
      "stat.AP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2025-07-28T03:39:56Z",
    "title_canon_sha256": "25cb03a504591e6a6987af7ce43a2f69bea81d1e34707c37185280958b77f115"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.20501",
    "kind": "arxiv",
    "version": 1
  }
}