Pith. sign in
Pith Number

pith:U62JQZGK

pith:2023:U62JQZGKKKL6TOTAX5Q5FLF23C
not attested not anchored not stored refs pending

Understanding the Detrimental Class-level Effects of Data Augmentation

Andrew Gordon Wilson, Diane Bouchacourt, Hamed Firooz, Mark Ibrahim, Polina Kirichenko, Ramakrishna Vedantam, Randall Balestriero

arxiv:2401.01764 v1 · 2023-12-07 · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{U62JQZGKKKL6TOTAX5Q5FLF23C}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Receipt and verification
First computed 2026-07-05T07:29:56.941223Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a7b49864ca5297e9ba60bf61d2acbad88e3e6a2811d6d25ad642c8145e13c1ba

Aliases

arxiv: 2401.01764 · arxiv_version: 2401.01764v1 · doi: 10.48550/arxiv.2401.01764 · pith_short_12: U62JQZGKKKL6 · pith_short_16: U62JQZGKKKL6TOTA · pith_short_8: U62JQZGK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/U62JQZGKKKL6TOTAX5Q5FLF23C \
  | 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: a7b49864ca5297e9ba60bf61d2acbad88e3e6a2811d6d25ad642c8145e13c1ba
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f0bd196a50ee630fbd9586990a43fe15b7c4c9bcaf4ebc1053a047cc6c3f5546",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-07T18:37:43Z",
    "title_canon_sha256": "9fbffa653f0b2280eb76536330f1b2e7755af1c3402022d508a16b8bc830a203"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.01764",
    "kind": "arxiv",
    "version": 1
  }
}