Pith Number

pith:X4KC45JU

pith:2024:X4KC45JUBABIGRT7IBIRUJ22NQ

not attested not anchored not stored refs pending

Quantifying Prediction Consistency Under Fine-Tuning Multiplicity in Tabular LLMs

Faisal Hamman, Freddy Lecue, Pasan Dissanayake, Sanghamitra Dutta, Saumitra Mishra

arxiv:2407.04173 v2 · 2024-07-04 · cs.LG · cs.AI · cs.CY · stat.ML

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\usepackage{pith}
\pithnumber{X4KC45JUBABIGRT7IBIRUJ22NQ}

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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

1 paper in Pith

Argumentative Ensembling for Robust Recourse under Model Multiplicity

Receipt and verification

First computed	2026-07-05T11:15:38.371464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf142e7534080283467f40511a275a6c1d19f49e854d063d37e4e0da4ca257cf

Aliases

arxiv: 2407.04173 · arxiv_version: 2407.04173v2 · doi: 10.48550/arxiv.2407.04173 · pith_short_12: X4KC45JUBABI · pith_short_16: X4KC45JUBABIGRT7 · pith_short_8: X4KC45JU

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/X4KC45JUBABIGRT7IBIRUJ22NQ \
  | 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: bf142e7534080283467f40511a275a6c1d19f49e854d063d37e4e0da4ca257cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa0ed06667f3a90e936848284e2bc8520f572760e8d330dd69131b1d74e9917c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-04T22:22:09Z",
    "title_canon_sha256": "bf3c9371f638f31ce5f1f8b15ee73f2053d80c761db09b48cad6da4914e254a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.04173",
    "kind": "arxiv",
    "version": 2
  }
}