Pith Number

pith:S23WYCUH

pith:2025:S23WYCUHZY3UDA4GEOROXDDTCZ

not attested not anchored not stored refs pending

A Training Framework for Optimal and Stable Training of Polynomial Neural Networks

Forsad Al Hossain, Tauhidur Rahman

arxiv:2505.11589 v1 · 2025-05-16 · 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{S23WYCUHZY3UDA4GEOROXDDTCZ}

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

Minimal Filling Architectures of Polynomial Neural Networks: Counterexamples, Frontier Search, and Defects

Receipt and verification

First computed	2026-07-05T11:04:24.121231Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96b76c0a87ce3741838623a2eb8c73167fbc2b0e6ebcf97ecc715e8d0298334b

Aliases

arxiv: 2505.11589 · arxiv_version: 2505.11589v1 · doi: 10.48550/arxiv.2505.11589 · pith_short_12: S23WYCUHZY3U · pith_short_16: S23WYCUHZY3UDA4G · pith_short_8: S23WYCUH

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/S23WYCUHZY3UDA4GEOROXDDTCZ \
  | 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: 96b76c0a87ce3741838623a2eb8c73167fbc2b0e6ebcf97ecc715e8d0298334b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1132509a8d3c92cd9fef8cf0d88d5b24009a4206ec3db1c938e73aaa596aa9af",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-16T18:00:02Z",
    "title_canon_sha256": "009260f4b09c42a74c380b092395ec4632fa54d8643d3d8c93c2d1ee8b5d99d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11589",
    "kind": "arxiv",
    "version": 1
  }
}