Pith Number

pith:P4T6F56T

pith:2024:P4T6F56TZ6O56XCHBPRDVYNB6F

not attested not anchored not stored refs pending

Automated Statistical Model Discovery with Language Models

Emily B. Fox, Michael Y. Li, Noah D. Goodman

arxiv:2402.17879 v2 · 2024-02-27 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P4T6F56TZ6O56XCHBPRDVYNB6F}

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

6 papers in Pith

$\text{DT}^2$: Decision-Targeted Digital Twins

VESTA: Visual Exploration with Statistical Tool Agents

Agentic Publication Protocol: An Attempt to Modernize Scientific Publication

STRIDE: A Self-Reflective Agent Framework for Reliable Automatic Equation Discovery

RefineStat: Efficient Exploration for Probabilistic Program Synthesis

Receipt and verification

First computed	2026-07-05T08:35:19.431610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f27e2f7d3cf9ddf5c470be23ae1a1f172cefe798f89aabf98ca5f7d43f96ca8

Aliases

arxiv: 2402.17879 · arxiv_version: 2402.17879v2 · doi: 10.48550/arxiv.2402.17879 · pith_short_12: P4T6F56TZ6O5 · pith_short_16: P4T6F56TZ6O56XCH · pith_short_8: P4T6F56T

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/P4T6F56TZ6O56XCHBPRDVYNB6F \
  | 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: 7f27e2f7d3cf9ddf5c470be23ae1a1f172cefe798f89aabf98ca5f7d43f96ca8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b025c169096450bb7037649dba7d9fc78320f43f1cee0f21fdad94972eeed744",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-27T20:33:22Z",
    "title_canon_sha256": "23d0e26c295e8cdd03b05458351998f894ff4d563d4d2c5b5361172d1b28538f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.17879",
    "kind": "arxiv",
    "version": 2
  }
}