Pith Number

pith:P3OYLTKX

pith:2017:P3OYLTKX46WVHMDC37HBU6GK7W

not attested not anchored not stored refs pending

Improving Deep Learning using Generic Data Augmentation

Geoff Nitschke, Luke Taylor

arxiv:1708.06020 v1 · 2017-08-20 · 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{P3OYLTKX46WVHMDC37HBU6GK7W}

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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

Data Interpolating Prediction: Alternative Interpretation of Mixup

Receipt and verification

First computed	2026-05-18T00:37:43.528934Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7edd85cd57e7ad53b062dfce1a78cafdab4ff2517ead0bfaf7a9602275421c20

Aliases

arxiv: 1708.06020 · arxiv_version: 1708.06020v1 · doi: 10.48550/arxiv.1708.06020 · pith_short_12: P3OYLTKX46WV · pith_short_16: P3OYLTKX46WVHMDC · pith_short_8: P3OYLTKX

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/P3OYLTKX46WVHMDC37HBU6GK7W \
  | 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: 7edd85cd57e7ad53b062dfce1a78cafdab4ff2517ead0bfaf7a9602275421c20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a511351a132c3c31900d8da5b7f32c049a2ecdab38df020843814bea48c892ff",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-08-20T21:16:59Z",
    "title_canon_sha256": "15731b38d8820102db28308e990c92149784db00d504081a2576fb26f579eb71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1708.06020",
    "kind": "arxiv",
    "version": 1
  }
}