Pith Number

pith:FGYWD572

pith:2026:FGYWD572I72RQCO3NNT5QWKWRG

not attested not anchored not stored refs pending

Distributional Regression with Tabular Foundation Models: Evaluating Probabilistic Predictions via Proper Scoring Rules

Jonas Landsgesell, Pascal Knoll, Tizian Wenzel

arxiv:2603.08206 v5 · 2026-03-09 · 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{FGYWD572I72RQCO3NNT5QWKWRG}

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

Beyond IID: How General Are Tabular Foundation Models, Really?

Receipt and verification

First computed	2026-06-23T03:13:55.432471Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29b161f7fa47f51809db6b67d85956898512346bf0561114f30c3a2a32e7921c

Aliases

arxiv: 2603.08206 · arxiv_version: 2603.08206v5 · doi: 10.48550/arxiv.2603.08206 · pith_short_12: FGYWD572I72R · pith_short_16: FGYWD572I72RQCO3 · pith_short_8: FGYWD572

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/FGYWD572I72RQCO3NNT5QWKWRG \
  | 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: 29b161f7fa47f51809db6b67d85956898512346bf0561114f30c3a2a32e7921c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d5473b25de017680f6783eae883a7f2dd694c8241114f94b52c348a6fda6d54",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-09T10:38:01Z",
    "title_canon_sha256": "efb602113c13d16c84a35769bf8cececbb1ac96006181e93f68c65824da82816"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.08206",
    "kind": "arxiv",
    "version": 5
  }
}