Pith Number

pith:23KNAMF2

pith:2025:23KNAMF25I3YODEX2SIUGASNIH

not attested not anchored not stored refs pending

DSMentor: Enhancing Data Science Agents with Curriculum Learning and Online Knowledge Accumulation

Alexander Hanbo Li, Chung-Wei Hang, Henry Zhu, He Wang, Hideo Kobayashi, Jiani Zhang, Patrick Ng, Sheng Zhang, Yiqun Hu

arxiv:2505.14163 v1 · 2025-05-20 · 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{23KNAMF25I3YODEX2SIUGASNIH}

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

ProfiliTable: Profiling-Driven Tabular Data Processing via Agentic Workflows

Text Analytics Evaluation Framework: A Case Study on LLMs and Social Media

ProfiliTable: Profiling-Driven Tabular Data Processing via Agentic Workflows

Receipt and verification

First computed	2026-07-05T11:05:57.008736Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6d4d030baea37870c97d49143024d41f93bec02eb8324a16178ba7a8e320c6d

Aliases

arxiv: 2505.14163 · arxiv_version: 2505.14163v1 · doi: 10.48550/arxiv.2505.14163 · pith_short_12: 23KNAMF25I3Y · pith_short_16: 23KNAMF25I3YODEX · pith_short_8: 23KNAMF2

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/23KNAMF25I3YODEX2SIUGASNIH \
  | 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: d6d4d030baea37870c97d49143024d41f93bec02eb8324a16178ba7a8e320c6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f840c5258217493659e8ce37065befe5d6a58d736f27a656f274939262d3a87",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-20T10:16:21Z",
    "title_canon_sha256": "01ea314acb978374823c2e6fc3fff6c1cb032cad8f07e99777ab962ddd592932"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14163",
    "kind": "arxiv",
    "version": 1
  }
}