Pith Number

pith:GFEA427Z

pith:2025:GFEA427ZW7NIXOBJB6SBLEXHWV

not attested not anchored not stored refs pending

From Data to Uncertainty Sets: a Machine Learning Approach

Benjamin Boucher, Dimitris Bertsimas

arxiv:2503.02173 v1 · 2025-03-04 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GFEA427ZW7NIXOBJB6SBLEXHWV}

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

Contextual Robust Optimization for AI Data Center Scheduling with Statistical Guarantees

Receipt and verification

First computed	2026-07-05T10:23:38.620826Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31480e6bf9b7da8bb8290fa41592e7b57b2cbf6ffc143fad3cd293078945d863

Aliases

arxiv: 2503.02173 · arxiv_version: 2503.02173v1 · doi: 10.48550/arxiv.2503.02173 · pith_short_12: GFEA427ZW7NI · pith_short_16: GFEA427ZW7NIXOBJ · pith_short_8: GFEA427Z

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/GFEA427ZW7NIXOBJB6SBLEXHWV \
  | 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: 31480e6bf9b7da8bb8290fa41592e7b57b2cbf6ffc143fad3cd293078945d863

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c66eed1f387960dc4a373cb4fc96fa8a7938230bca3bd930670e4cee43d20026",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-04T01:30:28Z",
    "title_canon_sha256": "6836efe9bf64861d92886c019f8e8b1bd9e93f1a9c386341ac5da9ff1876e0de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02173",
    "kind": "arxiv",
    "version": 1
  }
}