Pith Number

pith:53JCHGYW

pith:2025:53JCHGYWSOWMVF7OEYEFCJL4G2

not attested not anchored not stored refs pending

SyMANTIC: An Efficient Symbolic Regression Method for Interpretable and Parsimonious Model Discovery in Science and Beyond

Farshud Sorourifar, Joel A. Paulson, Madhav R. Muthyala, You Peng

arxiv:2502.03367 v1 · 2025-02-05 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{53JCHGYWSOWMVF7OEYEFCJL4G2}

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.

Receipt and verification

First computed	2026-07-05T10:10:03.844508Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eed2239b1693acca97ee260851257c36a5253d911a9cf1993194ac25ec207aa4

Aliases

arxiv: 2502.03367 · arxiv_version: 2502.03367v1 · doi: 10.48550/arxiv.2502.03367 · pith_short_12: 53JCHGYWSOWM · pith_short_16: 53JCHGYWSOWMVF7O · pith_short_8: 53JCHGYW

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/53JCHGYWSOWMVF7OEYEFCJL4G2 \
  | 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: eed2239b1693acca97ee260851257c36a5253d911a9cf1993194ac25ec207aa4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "511b783fbe0062bef0602745e7440373c8b9f1ebecd86fb1e356a033c0d5b8cb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-05T17:05:25Z",
    "title_canon_sha256": "3ac7403be3eab6ab4db172ac78a455fb2602c8d4c483a1108068569598581b25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03367",
    "kind": "arxiv",
    "version": 1
  }
}