Pith Number

pith:KOQSXFCY

pith:2024:KOQSXFCYJL72WSMXBEFUDGFHJE

not attested not anchored not stored refs pending

Train Faster, Perform Better: Modular Adaptive Training in Over-Parameterized Models

Dongsheng Li, Fan Yang, Li Shang, Mingzhi Dong, Ning Gu, Qin Lv, Robert P. Dick, Tun Lu, Xiaochen Yang, Yingying Zhao, Yixuan Chen, Yubin Shi, Yujiang Wang

arxiv:2405.07527 v1 · 2024-05-13 · 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{KOQSXFCYJL72WSMXBEFUDGFHJE}

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	2026-07-05T08:18:24.295860Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53a12b94584affab4997090b4198a7491ab4e36442ab72f82fceef88358a9e3f

Aliases

arxiv: 2405.07527 · arxiv_version: 2405.07527v1 · doi: 10.48550/arxiv.2405.07527 · pith_short_12: KOQSXFCYJL72 · pith_short_16: KOQSXFCYJL72WSMX · pith_short_8: KOQSXFCY

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/KOQSXFCYJL72WSMXBEFUDGFHJE \
  | 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: 53a12b94584affab4997090b4198a7491ab4e36442ab72f82fceef88358a9e3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "743404203e769eb981e3e16e869e9d97457fb666a4190ee2bd6ed67d3a97ae89",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-13T07:46:48Z",
    "title_canon_sha256": "ca49ec3ad945e676ca5d82f45f5f3e4a5e57f9e4ccf0c84754d941e38f6be7d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.07527",
    "kind": "arxiv",
    "version": 1
  }
}