Pith Number

pith:SIOAR4J2

pith:2023:SIOAR4J2MK2UV3BSMBCSHJIJ63

not attested not anchored not stored refs pending

GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial Equations

Damith Senanayake, Malin Premaratne, Nisal Ranasinghe, Sachith Seneviratne, Saman Halgamuge

arxiv:2312.10913 v2 · 2023-12-18 · cs.LG · 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{SIOAR4J2MK2UV3BSMBCSHJIJ63}

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

1 paper in Pith

On the definition and importance of interpretability in scientific machine learning

Receipt and verification

First computed	2026-07-05T07:45:31.917270Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

921c08f13a62b54aec32604523a509f6e170119eb2b74ba2abef0fe1f200b32e

Aliases

arxiv: 2312.10913 · arxiv_version: 2312.10913v2 · doi: 10.48550/arxiv.2312.10913 · pith_short_12: SIOAR4J2MK2U · pith_short_16: SIOAR4J2MK2UV3BS · pith_short_8: SIOAR4J2

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/SIOAR4J2MK2UV3BSMBCSHJIJ63 \
  | 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: 921c08f13a62b54aec32604523a509f6e170119eb2b74ba2abef0fe1f200b32e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43aa920e42c9e8990b3806148f331e842627270d28e1b63121f0c695dc99fb04",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-18T03:44:29Z",
    "title_canon_sha256": "49e6abba376a183027e06a73acc79957b2fa6cd9712d45a57ca708b721d6cd23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.10913",
    "kind": "arxiv",
    "version": 2
  }
}