Pith Number

pith:QTWHSW66

pith:2019:QTWHSW66C5KOJFXCU3USMKG3NN

not attested not anchored not stored refs pending

Population Based Augmentation: Efficient Learning of Augmentation Policy Schedules

Daniel Ho, Eric Liang, Ion Stoica, Pieter Abbeel, Xi Chen

arxiv:1905.05393 v1 · 2019-05-14 · cs.CV · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QTWHSW66C5KOJFXCU3USMKG3NN}

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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

Learning Data Augmentation Strategies for Object Detection

Receipt and verification

First computed	2026-05-17T23:46:16.630641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84ec795bde1754e496e2a6e92628db6b49d1c48f32cdb3fa607d6fcf470c16b1

Aliases

arxiv: 1905.05393 · arxiv_version: 1905.05393v1 · doi: 10.48550/arxiv.1905.05393 · pith_short_12: QTWHSW66C5KO · pith_short_16: QTWHSW66C5KOJFXC · pith_short_8: QTWHSW66

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/QTWHSW66C5KOJFXCU3USMKG3NN \
  | 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: 84ec795bde1754e496e2a6e92628db6b49d1c48f32cdb3fa607d6fcf470c16b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d25c9cc797e1a2adfa83e8b09990787a30e7d8dbb6db4f73411ace59bd715448",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-05-14T05:01:43Z",
    "title_canon_sha256": "48d76357e9a37aafed18a010654d437429c23ffa3a02d6a48b96b19710cac36a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.05393",
    "kind": "arxiv",
    "version": 1
  }
}