Pith Number

pith:PZE5Q7KT

pith:2022:PZE5Q7KTCNH6YBE2LAXMABNIBS

not attested not anchored not stored refs pending

Regret Bounds and Experimental Design for Estimate-then-Optimize

Peter I. Frazier, Samuel Tan

arxiv:2210.15576 v1 · 2022-10-27 · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PZE5Q7KTCNH6YBE2LAXMABNIBS}

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	2026-07-05T05:11:07.797470Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e49d87d53134fec049a582ec005a80cb9d411ecde8f18160bf189a3a809f561

Aliases

arxiv: 2210.15576 · arxiv_version: 2210.15576v1 · doi: 10.48550/arxiv.2210.15576 · pith_short_12: PZE5Q7KTCNH6 · pith_short_16: PZE5Q7KTCNH6YBE2 · pith_short_8: PZE5Q7KT

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/PZE5Q7KTCNH6YBE2LAXMABNIBS \
  | 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: 7e49d87d53134fec049a582ec005a80cb9d411ecde8f18160bf189a3a809f561

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2694714a059f2d5844535db07910e9fb0a8dc0ea6ce25af9c864b8719e23ee38",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2022-10-27T16:13:48Z",
    "title_canon_sha256": "3edddd149f51da59b6278e47408716f11efaee0a5319cfb8a97e938c29525697"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.15576",
    "kind": "arxiv",
    "version": 1
  }
}