Pith Number

pith:5SKZSC77

pith:2024:5SKZSC77ULA3XGMHKKWI4O63TN

not attested not anchored not stored refs pending

Symbolic Regression with a Learned Concept Library

Arya Grayeli, Atharva Sehgal, Miles Cranmer, Omar Costilla-Reyes, Swarat Chaudhuri

arxiv:2409.09359 v3 · 2024-09-14 · cs.LG · cs.AI · cs.NE · cs.SC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5SKZSC77ULA3XGMHKKWI4O63TN}

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

2 papers in Pith

FunctionEvolve: Structure-Guided Symbolic Regression with LLMs

In Context Learning and Reasoning for Symbolic Regression with Large Language Models

Receipt and verification

First computed	2026-07-05T09:46:51.556929Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec95990bffa2c1bb998752ac8e3bdb9b6388645c0a6a491eef36c5640345950c

Aliases

arxiv: 2409.09359 · arxiv_version: 2409.09359v3 · doi: 10.48550/arxiv.2409.09359 · pith_short_12: 5SKZSC77ULA3 · pith_short_16: 5SKZSC77ULA3XGMH · pith_short_8: 5SKZSC77

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/5SKZSC77ULA3XGMHKKWI4O63TN \
  | 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: ec95990bffa2c1bb998752ac8e3bdb9b6388645c0a6a491eef36c5640345950c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "516299411f999c29a112d2a0463a4a69e20ef90fa5a3fece70ed158f414c5cf4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE",
      "cs.SC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-14T08:17:30Z",
    "title_canon_sha256": "d0dbeead0d71c57a87e06a915d61521f6627d8acd7214d9b9beb8a8c2912e487"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.09359",
    "kind": "arxiv",
    "version": 3
  }
}