Pith Number

pith:IH3MF2PZ

pith:2023:IH3MF2PZDYNTOM7GZ4KVHU2TEE

not attested not anchored not stored refs pending

GFS: Graph-based Feature Synthesis for Prediction over Relational Databases

David Wipf, Han Zhang, Quan Gan, Weinan Zhang

arxiv:2312.02037 v1 · 2023-12-04 · 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{IH3MF2PZDYNTOM7GZ4KVHU2TEE}

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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

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

Receipt and verification

First computed	2026-07-05T07:20:03.039364Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41f6c2e9f91e1b3733e6cf1553d35321032828d1ccec3478217099e71fc0673b

Aliases

arxiv: 2312.02037 · arxiv_version: 2312.02037v1 · doi: 10.48550/arxiv.2312.02037 · pith_short_12: IH3MF2PZDYNT · pith_short_16: IH3MF2PZDYNTOM7G · pith_short_8: IH3MF2PZ

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/IH3MF2PZDYNTOM7GZ4KVHU2TEE \
  | 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: 41f6c2e9f91e1b3733e6cf1553d35321032828d1ccec3478217099e71fc0673b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "843f6f09ff372ec266903f336afefb5efecc9c5d472a5ab9a4a19dbc5e1697ab",
    "cross_cats_sorted": [
      "cs.DB"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-04T16:54:40Z",
    "title_canon_sha256": "dda633dd7e26e9a633fac745eccc48966dd8a5aadb1ec4b169043acb72bb5fe0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.02037",
    "kind": "arxiv",
    "version": 1
  }
}