Pith Number

pith:VDZMI7AR

pith:2022:VDZMI7AR5HK7QTOFEUBGYJP7MX

not attested not anchored not stored refs pending

How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization

Andrew Gordon Wilson, Gowthami Somepalli, Jonas Geiping, Micah Goldblum, Ravid Shwartz-Ziv, Tom Goldstein

arxiv:2210.06441 v2 · 2022-10-12 · 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{VDZMI7AR5HK7QTOFEUBGYJP7MX}

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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

Model Merging Scaling Laws in Large Language Models

Receipt and verification

First computed	2026-07-05T05:56:39.844671Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8f2c47c11e9d5f84dc525026c25ff65de662de03b02241157eeb433bf8c63e7

Aliases

arxiv: 2210.06441 · arxiv_version: 2210.06441v2 · doi: 10.48550/arxiv.2210.06441 · pith_short_12: VDZMI7AR5HK7 · pith_short_16: VDZMI7AR5HK7QTOF · pith_short_8: VDZMI7AR

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/VDZMI7AR5HK7QTOFEUBGYJP7MX \
  | 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: a8f2c47c11e9d5f84dc525026c25ff65de662de03b02241157eeb433bf8c63e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "729ad0e07ce64aaa5691d2f6292800cd4ecbc244ddaadb460bb00fb76cb004de",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-12T17:42:01Z",
    "title_canon_sha256": "d0fe240e147b11ebafe614034a4dd38763006ec325025c61b6b19ee258e04242"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.06441",
    "kind": "arxiv",
    "version": 2
  }
}