Pith Number

pith:ZODWH2LK

pith:2023:ZODWH2LKHXBODEDLWSNHDHGEU2

not attested not anchored not stored refs pending

Tune As You Scale: Hyperparameter Optimization For Compute Efficient Training

Abraham J. Fetterman, Bartosz Wr\'oblewski, Bryden Fogelman, Ellie Kitanidis, James B. Simon, Joshua Albrecht, Kanjun Qiu, Maksis Knutins, Zachary Polizzi

arxiv:2306.08055 v1 · 2023-06-13 · 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{ZODWH2LKHXBODEDLWSNHDHGEU2}

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

When is Warmstarting Effective for Scaling Language Models?

Receipt and verification

First computed	2026-07-05T06:20:47.140413Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb8763e96a3dc2e1906bb49a719cc4a68445181f2bf4030ff15822abb431e85f

Aliases

arxiv: 2306.08055 · arxiv_version: 2306.08055v1 · doi: 10.48550/arxiv.2306.08055 · pith_short_12: ZODWH2LKHXBO · pith_short_16: ZODWH2LKHXBODEDL · pith_short_8: ZODWH2LK

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/ZODWH2LKHXBODEDLWSNHDHGEU2 \
  | 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: cb8763e96a3dc2e1906bb49a719cc4a68445181f2bf4030ff15822abb431e85f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35acec9a422d5a36ed5d61e90c713670b7a05c5e3be385de93e98a8adceaa1f4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-13T18:22:24Z",
    "title_canon_sha256": "ad174f885ed57d8ce4034248b4e8c35645f0b028c1c8f6a7aca5db1bd6afc1fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.08055",
    "kind": "arxiv",
    "version": 1
  }
}