Pith Number

pith:EJYR2UKB

pith:2022:EJYR2UKB6ZNB3MGKU7LJHA5OFK

not attested not anchored not stored refs pending

How to Fine-Tune Vision Models with SGD

Ananya Kumar, Ruoqi Shen, Sebastien Bubeck, Suriya Gunasekar

arxiv:2211.09359 v2 · 2022-11-17 · cs.CV · 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{EJYR2UKB6ZNB3MGKU7LJHA5OFK}

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

Is your batch size the problem? Revisiting the Adam-SGD gap in language modeling

Receipt and verification

First computed	2026-07-05T06:58:54.064452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22711d5141f65a1db0caa7d69383ae2aa16d9b5c6de63146aeaa2b86c68ef666

Aliases

arxiv: 2211.09359 · arxiv_version: 2211.09359v2 · doi: 10.48550/arxiv.2211.09359 · pith_short_12: EJYR2UKB6ZNB · pith_short_16: EJYR2UKB6ZNB3MGK · pith_short_8: EJYR2UKB

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/EJYR2UKB6ZNB3MGKU7LJHA5OFK \
  | 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: 22711d5141f65a1db0caa7d69383ae2aa16d9b5c6de63146aeaa2b86c68ef666

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04aa6b98a3aa7b83021382b840b5ea90e93c354368366418a08f41ee5180d51f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-11-17T06:18:45Z",
    "title_canon_sha256": "51c13201460228afa46232c6f68eb10e0bc03a635cc4e94663b32f250aac8168"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.09359",
    "kind": "arxiv",
    "version": 2
  }
}