Pith Number

pith:BGPJC5FX

pith:2025:BGPJC5FX6EO3QAN4CZ5JP6IHTS

not attested not anchored not stored refs pending

Assured autonomy: How operations research powers and orchestrates generative AI systems

David Simchi-Levi, Michelle Xiao Wu, Tinglong Dai, Yao Xie

arxiv:2512.23978 v2 · 2025-12-30 · cs.LG · 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{BGPJC5FX6EO3QAN4CZ5JP6IHTS}

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.

Cited by

1 paper in Pith

Optimization Under Uncertainty for Energy Infrastructure Planning: A Synthesis of Methods, Tools, and Open Challenges

Receipt and verification

First computed	2026-05-20T00:03:01.462340Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

099e9174b7f11db801bc167a97f9079c8a1a11a36685c31af9e8fc02d24a0193

Aliases

arxiv: 2512.23978 · arxiv_version: 2512.23978v2 · doi: 10.48550/arxiv.2512.23978 · pith_short_12: BGPJC5FX6EO3 · pith_short_16: BGPJC5FX6EO3QAN4 · pith_short_8: BGPJC5FX

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/BGPJC5FX6EO3QAN4CZ5JP6IHTS \
  | 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: 099e9174b7f11db801bc167a97f9079c8a1a11a36685c31af9e8fc02d24a0193

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6759e0809b4df969acc79e71932702aebbaf796c3be77a23088a75ef9405e7cb",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-30T04:24:06Z",
    "title_canon_sha256": "138836fefeb28277c65ef3b55eab8bfa97b9fad8c6628a37269130fefd1d8aa5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.23978",
    "kind": "arxiv",
    "version": 2
  }
}