Pith Number

pith:BJ267LGK

pith:2021:BJ267LGKJNNA7LL64YASURBRIE

not attested not anchored not stored refs pending

Drawing Multiple Augmentation Samples Per Image During Training Efficiently Decreases Test Error

Andrew Brock, Razvan Pascanu, Samuel L. Smith, Soham De, Stanislav Fort

arxiv:2105.13343 v2 · 2021-05-27 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{BJ267LGKJNNA7LL64YASURBRIE}

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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

Optimizers Qualitatively Alter Solutions And We Should Leverage This

Receipt and verification

First computed	2026-07-05T03:59:39.062186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a75efacca4b5a0fad7ee6012a4431411b7a74c80ff8300ff6ab700c244ca76f

Aliases

arxiv: 2105.13343 · arxiv_version: 2105.13343v2 · doi: 10.48550/arxiv.2105.13343 · pith_short_12: BJ267LGKJNNA · pith_short_16: BJ267LGKJNNA7LL6 · pith_short_8: BJ267LGK

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/BJ267LGKJNNA7LL64YASURBRIE \
  | 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: 0a75efacca4b5a0fad7ee6012a4431411b7a74c80ff8300ff6ab700c244ca76f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fae306e856006d4ecb75094243e290d0157f95d6b11182e61f7e8f404e590140",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-27T17:51:09Z",
    "title_canon_sha256": "f1e657b57e03e33b1b311c2d28541d331eecd12a70b3d455f4ac1ffe1a37f69e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.13343",
    "kind": "arxiv",
    "version": 2
  }
}