Pith Number

pith:3A3UENZ2

pith:2024:3A3UENZ2IWKZD64B3PQSNELB3V

not attested not anchored not stored refs pending

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective

Bo Zeng, Zhengsong Lu

arxiv:2412.20708 v1 · 2024-12-30 · math.OC · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3A3UENZ2IWKZD64B3PQSNELB3V}

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

2 papers in Pith

Hallucination-Aware Diffusion Sampling for Inverse Problems via Robust Prior Updates

Green Manufacturing Capacity Planning by Integrating Distributionally Robust Optimization and Generative AI

Receipt and verification

First computed	2026-07-05T09:55:21.122974Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d83742373a459591fb81dbe1269161dd644639303653b6842682d33f7f911e8a

Aliases

arxiv: 2412.20708 · arxiv_version: 2412.20708v1 · doi: 10.48550/arxiv.2412.20708 · pith_short_12: 3A3UENZ2IWKZ · pith_short_16: 3A3UENZ2IWKZD64B · pith_short_8: 3A3UENZ2

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/3A3UENZ2IWKZD64B3PQSNELB3V \
  | 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: d83742373a459591fb81dbe1269161dd644639303653b6842682d33f7f911e8a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "015f041bb4e162f54294ad86e38d5d5044c9491fc4bd1d1342d97fa9b506ef62",
    "cross_cats_sorted": [
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-12-30T04:55:58Z",
    "title_canon_sha256": "ba7c1ed857ada6bf3db1489c9fcf41e96de5a46da6a0394186f018207cdce4c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20708",
    "kind": "arxiv",
    "version": 1
  }
}