Pith Number

pith:2VUQAIRS

pith:2025:2VUQAIRSOJVUW6KFF5EEFFZI5O

not attested not anchored not stored refs pending

Revisiting Data Analysis with Pre-trained Foundation Models

Boyu Xiao, Chen Liang, Donghua Yang, Hongzhi Wang, Tianle Zhang, Wenqi Wang, Yuqing Yang, Zheng Liang, Zhiyu Liang

arxiv:2501.01631 v1 · 2025-01-03 · 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{2VUQAIRSOJVUW6KFF5EEFFZI5O}

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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

In-depth Analysis of Graph-based RAG in a Unified Framework

Memory in the LLM Era: Modular Architectures and Strategies in a Unified Framework

Receipt and verification

First computed	2026-07-05T09:56:27.954633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d569002232726b4b79452f48429728eba8dd93f1e07363466f7833069360038d

Aliases

arxiv: 2501.01631 · arxiv_version: 2501.01631v1 · doi: 10.48550/arxiv.2501.01631 · pith_short_12: 2VUQAIRSOJVU · pith_short_16: 2VUQAIRSOJVUW6KF · pith_short_8: 2VUQAIRS

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/2VUQAIRSOJVUW6KFF5EEFFZI5O \
  | 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: d569002232726b4b79452f48429728eba8dd93f1e07363466f7833069360038d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b88f7ab769b14cda8dfd7e858bfbf38a12c53329bca8c8b61e4b88f7ac4794ac",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DB",
    "submitted_at": "2025-01-03T04:38:51Z",
    "title_canon_sha256": "f045facf7f293fd1c1d708bf7b0da33572618c4c2e2109e7f7920a2cf15438c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01631",
    "kind": "arxiv",
    "version": 1
  }
}