Pith Number

pith:6D6KHL6Z

pith:2023:6D6KHL6Z7BDGHXQ72X6ZXRC4AL

not attested not anchored not stored refs pending

Data Augmentation in Training CNNs: Injecting Noise to Images

M. Eren Akbiyik

arxiv:2307.06855 v1 · 2023-07-12 · 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{6D6KHL6Z7BDGHXQ72X6ZXRC4AL}

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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

Noise Injection: Improving Out-of-Distribution Generalization for Limited Size Datasets

Receipt and verification

First computed	2026-07-05T06:30:38.572697Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0fca3afd9f84663de1fd5fd9bc45c02c5d3790efcefaa20d08981161128277b

Aliases

arxiv: 2307.06855 · arxiv_version: 2307.06855v1 · doi: 10.48550/arxiv.2307.06855 · pith_short_12: 6D6KHL6Z7BDG · pith_short_16: 6D6KHL6Z7BDGHXQ7 · pith_short_8: 6D6KHL6Z

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/6D6KHL6Z7BDGHXQ72X6ZXRC4AL \
  | 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: f0fca3afd9f84663de1fd5fd9bc45c02c5d3790efcefaa20d08981161128277b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ec66f01a4bc82ac7a760396730b067445631731b446e11da6c1c9d872fbf11b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-07-12T17:29:42Z",
    "title_canon_sha256": "c4d3546035ef1cd01a135673dec071afdeb523eb19156233e6beba47d6256010"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.06855",
    "kind": "arxiv",
    "version": 1
  }
}