Pith Number

pith:JR5JYKCV

pith:2026:JR5JYKCVNVJJ7S3QD7JLCOPN64

not attested not anchored not stored refs pending

Design Once, Deploy at Scale: Template-Driven ML Development for Large Model Ecosystems

Alireza Vahdatpour, Anirudh Agrawal, Chang Yang, Djordje Gligorijevic, Jiang Liu, Jingzheng Qin, John Martabano Landy, Kevin De Angeli, Luc Kien Hang, Munaf Sahaf, Nhat Le, Peggy Yao, Rupinder Khandpour, Shiblee Sadik, Shouyuan Chen, Swamy Muddu, Yao Xuan

arxiv:2603.24963 v3 · 2026-03-26 · cs.AI · 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{JR5JYKCVNVJJ7S3QD7JLCOPN64}

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	2026-06-08T01:05:10.474261Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c7a9c28556d529fcb701fd2b139edf720f7e9c1be23d0eba6310dffb5b867c8

Aliases

arxiv: 2603.24963 · arxiv_version: 2603.24963v3 · doi: 10.48550/arxiv.2603.24963 · pith_short_12: JR5JYKCVNVJJ · pith_short_16: JR5JYKCVNVJJ7S3Q · pith_short_8: JR5JYKCV

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/JR5JYKCVNVJJ7S3QD7JLCOPN64 \
  | 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: 4c7a9c28556d529fcb701fd2b139edf720f7e9c1be23d0eba6310dffb5b867c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac474e32a0c5b9f6d95f67ce5bb6312c0f3cbef0855d3a524b044ecc1b77183e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-03-26T02:58:26Z",
    "title_canon_sha256": "44b9efe39508e90110b970038eaf535695bbcfe3f3f942fef5d63342958b2d57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.24963",
    "kind": "arxiv",
    "version": 3
  }
}