Pith Number

pith:3GDBYP67

pith:2023:3GDBYP67PURBL5LCY4K7FNJQZQ

not attested not anchored not stored refs pending

Learning to Grow Pretrained Models for Efficient Transformer Training

David Daniel Cox, Leonid Karlinsky, Lucas Torroba Hennigen, Peihao Wang, Philip Greengard, Rameswar Panda, Rogerio Feris, Yoon Kim, Zhangyang Wang

arxiv:2303.00980 v1 · 2023-03-02 · cs.LG

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

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\usepackage{pith}
\pithnumber{3GDBYP67PURBL5LCY4K7FNJQZQ}

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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

A Qualitative Test-Risk Mechanism for Scaling Behavior in Normalized Residual Networks

Receipt and verification

First computed	2026-07-05T05:47:25.096460Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9861c3fdf7d2215f562c715f2b530cc2064b097de7dc5239c647cca4358858d

Aliases

arxiv: 2303.00980 · arxiv_version: 2303.00980v1 · doi: 10.48550/arxiv.2303.00980 · pith_short_12: 3GDBYP67PURB · pith_short_16: 3GDBYP67PURBL5LC · pith_short_8: 3GDBYP67

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/3GDBYP67PURBL5LCY4K7FNJQZQ \
  | 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: d9861c3fdf7d2215f562c715f2b530cc2064b097de7dc5239c647cca4358858d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "506348209a7936f165cc7ebb98a9147310795f632978cd2254618b1034fe949d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-02T05:21:18Z",
    "title_canon_sha256": "c97b0ecc1dedb7ef9bea4f9961fdf578dc8febf5c6db7a5ce735bff76d9851af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.00980",
    "kind": "arxiv",
    "version": 1
  }
}