Pith Number

pith:MSFXTGLY

pith:2022:MSFXTGLY3IBLAAT4V36THQ4IPK

not attested not anchored not stored refs pending

Learning to Optimize with Stochastic Dominance Constraints

Bethany Wang, Bo Dai, Dale Schuurmans, Hanjun Dai, Na Li, Niao He, Yuan Xue

arxiv:2211.07767 v3 · 2022-11-14 · stat.ML · 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{MSFXTGLY3IBLAAT4V36THQ4IPK}

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	2026-07-05T05:45:35.138943Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

648b799978da02b0027caefd33c3887ab1addd41e5e106537b59da9461485a56

Aliases

arxiv: 2211.07767 · arxiv_version: 2211.07767v3 · doi: 10.48550/arxiv.2211.07767 · pith_short_12: MSFXTGLY3IBL · pith_short_16: MSFXTGLY3IBLAAT4 · pith_short_8: MSFXTGLY

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/MSFXTGLY3IBLAAT4V36THQ4IPK \
  | 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: 648b799978da02b0027caefd33c3887ab1addd41e5e106537b59da9461485a56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14f167760a94741613bbb4fc7804b5eef73e3d9a5a111fd5472963b88b237323",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-11-14T21:54:31Z",
    "title_canon_sha256": "43675812c9cf8440e7a390cd5b0785be8e9e20bdf010b5134ae434aed106a710"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.07767",
    "kind": "arxiv",
    "version": 3
  }
}