Pith Number

pith:I53ZPSLA

pith:2025:I53ZPSLA5LONXFHX3LYCTQ3FWO

not attested not anchored not stored refs pending

Taming Transformer Without Using Learning Rate Warmup

Bojia Zi, Chun-Guang Li, Jiaquan Ye, Qin Zou, Rong Xiao, Xianbiao Qi, Xili Dai, Yelin He

arxiv:2505.21910 v1 · 2025-05-28 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I53ZPSLA5LONXFHX3LYCTQ3FWO}

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	2026-07-05T11:11:05.802492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

477797c960eadcdb94f7daf029c365b38ee0b53fab55203f8141b20245887ce3

Aliases

arxiv: 2505.21910 · arxiv_version: 2505.21910v1 · doi: 10.48550/arxiv.2505.21910 · pith_short_12: I53ZPSLA5LON · pith_short_16: I53ZPSLA5LONXFHX · pith_short_8: I53ZPSLA

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/I53ZPSLA5LONXFHX3LYCTQ3FWO \
  | 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: 477797c960eadcdb94f7daf029c365b38ee0b53fab55203f8141b20245887ce3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c3766049e82379b0be56a9f69f53f0d1c8c8eef879a6884d22fbec28d2a2ddc",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-28T02:55:28Z",
    "title_canon_sha256": "e537fee2907102462da1ef89c57cd1a77ffebefbbfcf2aa6803a23f35a9a64e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.21910",
    "kind": "arxiv",
    "version": 1
  }
}