Pith Number

pith:IFD2A3SW

pith:2018:IFD2A3SWPLLIXYYCGCT6E2HKW2

not attested not anchored not stored refs pending

A Kernel Theory of Modern Data Augmentation

Albert Gu, Alexander J. Ratner, Christopher De Sa, Christopher R\'e, Tri Dao, Virginia Smith

arxiv:1803.06084 v2 · 2018-03-16 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IFD2A3SWPLLIXYYCGCT6E2HKW2}

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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

How Data Augmentation Shapes Neural Representations

Receipt and verification

First computed	2026-05-17T23:50:49.302194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4147a06e567ad68be30230a7e268eab689a4483a07c17477e7884f5dd7c2d9ba

Aliases

arxiv: 1803.06084 · arxiv_version: 1803.06084v2 · doi: 10.48550/arxiv.1803.06084 · pith_short_12: IFD2A3SWPLLI · pith_short_16: IFD2A3SWPLLIXYYC · pith_short_8: IFD2A3SW

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/IFD2A3SWPLLIXYYCGCT6E2HKW2 \
  | 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: 4147a06e567ad68be30230a7e268eab689a4483a07c17477e7884f5dd7c2d9ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3df67073370c287fec7257e4393ce9c0e04cba8dfdeebe24311be4a3579560fe",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-03-16T06:05:32Z",
    "title_canon_sha256": "6f591c5dfee45aeab8027e83765505702e452f0c5cd3d66027f3e5922a98dd21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.06084",
    "kind": "arxiv",
    "version": 2
  }
}