Pith Number

pith:H7EEWBFR

pith:2025:H7EEWBFR233D4XDXORI62NL3XV

not attested not anchored not stored refs pending

Generalized Decision Focused Learning under Imprecise Uncertainty--Theoretical Study

Ahmad Osman, David Moens, Fabio Cuzzolin, Hans Hallez, Keivan Shariatmadar, Neil Yorke-Smith

arxiv:2502.17984 v2 · 2025-02-25 · cs.LG · 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{H7EEWBFR233D4XDXORI62NL3XV}

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	2026-07-05T10:35:46.736060Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fc84b04b1d6f63e5c777451ed357bbd68798c60e8f7399e2a645f37da1d6b5c

Aliases

arxiv: 2502.17984 · arxiv_version: 2502.17984v2 · doi: 10.48550/arxiv.2502.17984 · pith_short_12: H7EEWBFR233D · pith_short_16: H7EEWBFR233D4XDX · pith_short_8: H7EEWBFR

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/H7EEWBFR233D4XDXORI62NL3XV \
  | 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: 3fc84b04b1d6f63e5c777451ed357bbd68798c60e8f7399e2a645f37da1d6b5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66b4499d55f3c4c7a37e8cec2689d840b8513b61c7943fb9dc61f989a95cf41e",
    "cross_cats_sorted": [
      "math.OC",
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-25T08:53:02Z",
    "title_canon_sha256": "ae06de5250cf1c5b4efed902dd655498a19bc07ede692713f0134a18c7b20425"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17984",
    "kind": "arxiv",
    "version": 2
  }
}