Pith Number

pith:BXRAWZ5L

pith:2025:BXRAWZ5LEOZBYTY3SFEJOPHQHL

not attested not anchored not stored refs pending

Strengthening LLMs for Tabular Prediction with Structural Priors

Guocong Li, Jintai Chen, Pengxiang Cai, Wanchen Lian, Zihao Gao

arxiv:2510.17385 v5 · 2025-10-20 · 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{BXRAWZ5LEOZBYTY3SFEJOPHQHL}

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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

ReSS: Learning Reasoning Models for Tabular Data Prediction via Symbolic Scaffold

Receipt and verification

First computed	2026-06-23T02:13:17.754806Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0de20b67ab23b21c4f1b9148973cf03ad6c15116b5003b6726554ddf25114b86

Aliases

arxiv: 2510.17385 · arxiv_version: 2510.17385v5 · doi: 10.48550/arxiv.2510.17385 · pith_short_12: BXRAWZ5LEOZB · pith_short_16: BXRAWZ5LEOZBYTY3 · pith_short_8: BXRAWZ5L

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/BXRAWZ5LEOZBYTY3SFEJOPHQHL \
  | 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: 0de20b67ab23b21c4f1b9148973cf03ad6c15116b5003b6726554ddf25114b86

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d6a4ed19b1de48081252e6151efa58d55d2c835bb0e3b593267760cf34b8951",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-20T10:22:01Z",
    "title_canon_sha256": "3a6f6fb6b3921fc1896f89ac8edfd3b8e141a1c6178b5ef2f7f6cbcd7e93a442"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.17385",
    "kind": "arxiv",
    "version": 5
  }
}