Pith Number

pith:BWNIEGFE

pith:2023:BWNIEGFEFN7F7YFSFQBMW33BIY

not attested not anchored not stored refs pending

Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities

Ferdinando Fioretto, James Kotary, Jayanta Mandi, Maxime Mulamba, Senne Berden, Tias Guns, Victor Bucarey

arxiv:2307.13565 v4 · 2023-07-25 · cs.LG · cs.AI · 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{BWNIEGFEFN7F7YFSFQBMW33BIY}

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

Constraint-Aware Flow Matching: Decision Aligned End-to-End Training for Constrained Sampling

Receipt and verification

First computed	2026-07-05T09:02:53.817331Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d9a8218a42b7e5fe0b22c02cb6f6146060f55ed636a8f4d115fe7e97f31fdc6

Aliases

arxiv: 2307.13565 · arxiv_version: 2307.13565v4 · doi: 10.48550/arxiv.2307.13565 · pith_short_12: BWNIEGFEFN7F · pith_short_16: BWNIEGFEFN7F7YFS · pith_short_8: BWNIEGFE

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/BWNIEGFEFN7F7YFSFQBMW33BIY \
  | 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: 0d9a8218a42b7e5fe0b22c02cb6f6146060f55ed636a8f4d115fe7e97f31fdc6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d4aedcc6823a5233a3e6912435c53657742f79d8c1928987f46de0771675292",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-25T15:17:31Z",
    "title_canon_sha256": "9bc820c9e02b5daca0bd08e0a86726e251f550cf2a8bed67796aeb1de876f654"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.13565",
    "kind": "arxiv",
    "version": 4
  }
}