Pith Number

pith:3YK4DPWL

pith:2019:3YK4DPWL7M75D7QV5US6H6OBAZ

not attested not anchored not stored refs pending

Data Augmentation Revisited: Rethinking the Distribution Gap between Clean and Augmented Data

Lingxi Xie, Qi Tian, Xin Chen, Yanfeng Wang, Ya Zhang, Zhuoxun He

arxiv:1909.09148 v2 · 2019-09-19 · cs.LG · cs.CV · stat.ML

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\usepackage{pith}
\pithnumber{3YK4DPWL7M75D7QV5US6H6OBAZ}

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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

Assessing the Operational Impact of Poisoning Attacks over Augmented 3D Point Cloud Public Datasets for Connected and Autonomous Vehicles

Receipt and verification

First computed	2026-07-05T00:20:55.538258Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de15c1becbfb3fd1fe15ed25e3f9c10658d03899657913ce84967ed17fdbb023

Aliases

arxiv: 1909.09148 · arxiv_version: 1909.09148v2 · doi: 10.48550/arxiv.1909.09148 · pith_short_12: 3YK4DPWL7M75 · pith_short_16: 3YK4DPWL7M75D7QV · pith_short_8: 3YK4DPWL

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/3YK4DPWL7M75D7QV5US6H6OBAZ \
  | 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: de15c1becbfb3fd1fe15ed25e3f9c10658d03899657913ce84967ed17fdbb023

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed4e6bae5a668238e391e286c25afdd647117eb83f7db931fc0b88770c004443",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-19T08:36:45Z",
    "title_canon_sha256": "f06f3c51800c2baaee3be82614450538a9375f5479d0f343b2dd0d47cda5293c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.09148",
    "kind": "arxiv",
    "version": 2
  }
}