Pith Number

pith:CAB5XLIK

pith:2023:CAB5XLIKFBH5WFYMZTD7MHQRPR

not attested not anchored not stored refs pending

Predict-Then-Optimize by Proxy: Learning Joint Models of Prediction and Optimization

Ferdinando Fioretto, Jacob Christopher, James Kotary, Pascal Van Hentenryck, Vincenzo Di Vito

arxiv:2311.13087 v1 · 2023-11-22 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CAB5XLIKFBH5WFYMZTD7MHQRPR}

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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

Decision-Focused Learning: When and Why Traditional Prediction Models Fail

Diff2SP: Diffusion Models for Correlated Scenario Generation in Stochastic Programming

Receipt and verification

First computed	2026-07-05T07:15:23.481163Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1003dbad0a284fdb170cccc7f61e117c6bf947f3d7d8e5e8a2d5a296925c5f31

Aliases

arxiv: 2311.13087 · arxiv_version: 2311.13087v1 · doi: 10.48550/arxiv.2311.13087 · pith_short_12: CAB5XLIKFBH5 · pith_short_16: CAB5XLIKFBH5WFYM · pith_short_8: CAB5XLIK

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/CAB5XLIKFBH5WFYMZTD7MHQRPR \
  | 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: 1003dbad0a284fdb170cccc7f61e117c6bf947f3d7d8e5e8a2d5a296925c5f31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "468fa52de8b692e6308bb0ab8653aaf8df167a1401a6df502e3b391d0e1a0773",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-22T01:32:06Z",
    "title_canon_sha256": "97474e7b04f7402c78a31635a8a0d9bf8fcbff923e05e8b2ef26277740b21036"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13087",
    "kind": "arxiv",
    "version": 1
  }
}