Pith Number

pith:MFL2F3OF

pith:2024:MFL2F3OFKWZRFDBCI5ZKJIM43N

not attested not anchored not stored refs pending

Transformers Meet Relational Databases

Gustav \v{S}\'ir, Jakub Pele\v{s}ka

arxiv:2412.05218 v1 · 2024-12-06 · cs.LG · cs.DB

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MFL2F3OFKWZRFDBCI5ZKJIM43N}

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

3 papers in Pith

RelGT-AC: A Relational Graph Transformer for Autocomplete Tasks in Relational Databases

RelBench v2: A Large-Scale Benchmark and Repository for Relational Data

From Schema to Signal: Retrieval-Augmented Modeling for Relational Data Analytics

Receipt and verification

First computed	2026-07-05T11:41:37.013634Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6157a2edc555b3128c224772a4a19cdb5a1dc26f334efc72768686ce1af25953

Aliases

arxiv: 2412.05218 · arxiv_version: 2412.05218v1 · doi: 10.48550/arxiv.2412.05218 · pith_short_12: MFL2F3OFKWZR · pith_short_16: MFL2F3OFKWZRFDBC · pith_short_8: MFL2F3OF

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/MFL2F3OFKWZRFDBCI5ZKJIM43N \
  | 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: 6157a2edc555b3128c224772a4a19cdb5a1dc26f334efc72768686ce1af25953

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e8c8163155ae3d9d6de993640dfd709c71bf3bfc818f4f6613ef74354941cd3",
    "cross_cats_sorted": [
      "cs.DB"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-06T17:48:43Z",
    "title_canon_sha256": "1b41e327b6fb6981136a04209d3cb76c7d1efac37aefba6b10c9d5d93964c4a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05218",
    "kind": "arxiv",
    "version": 1
  }
}