Pith Number

pith:IRWYG26U

pith:2025:IRWYG26UPCNHO76OP7AMDOMVTI

not attested not anchored not stored refs pending

Enhancing Experimental Efficiency in Materials Design: A Comparative Study of Taguchi and Machine Learning Methods

Antov Selwinston, P Akshay Kumar, Pavan Taduvai, Rohit Batra, Shreya Bairi, Shyam Prabhu

arxiv:2506.03910 v1 · 2025-06-04 · 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{IRWYG26UPCNHO76OP7AMDOMVTI}

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	2026-07-05T11:15:53.914660Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

446d836bd4789a777fce7fc0c1b9959a1b47ea9a32da8b6fc258a6ccefec7db0

Aliases

arxiv: 2506.03910 · arxiv_version: 2506.03910v1 · doi: 10.48550/arxiv.2506.03910 · pith_short_12: IRWYG26UPCNH · pith_short_16: IRWYG26UPCNHO76O · pith_short_8: IRWYG26U

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/IRWYG26UPCNHO76OP7AMDOMVTI \
  | 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: 446d836bd4789a777fce7fc0c1b9959a1b47ea9a32da8b6fc258a6ccefec7db0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2adae1dd551063cbab344f843463324eea9b16157405bd206af3b5ba48dd95f5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-04T13:04:29Z",
    "title_canon_sha256": "83a0847cedff77397819a07070d1eb869113380c7a420886c588346d208db5d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03910",
    "kind": "arxiv",
    "version": 1
  }
}