Pith Number

pith:64XJLEMG

pith:2022:64XJLEMGD2GGGUQ6RHHZ5OUF4C

not attested not anchored not stored refs pending

The Effects of Regularization and Data Augmentation are Class Dependent

Leon Bottou, Randall Balestriero, Yann LeCun

arxiv:2204.03632 v2 · 2022-04-07 · cs.LG · cs.CV · 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{64XJLEMGD2GGGUQ6RHHZ5OUF4C}

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

No Location Left Behind: Measuring and Improving the Fairness of Implicit Representations for Earth Data

Receipt and verification

First computed	2026-07-05T04:12:54.406047Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f72e9591861e8c63521e89cf9eba85e0be8b9f695fdfe4d82c6e92ad490905d7

Aliases

arxiv: 2204.03632 · arxiv_version: 2204.03632v2 · doi: 10.48550/arxiv.2204.03632 · pith_short_12: 64XJLEMGD2GG · pith_short_16: 64XJLEMGD2GGGUQ6 · pith_short_8: 64XJLEMG

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/64XJLEMGD2GGGUQ6RHHZ5OUF4C \
  | 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: f72e9591861e8c63521e89cf9eba85e0be8b9f695fdfe4d82c6e92ad490905d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17e24eeb6d89187375f643e1c7cfd6c251be605f95aefee2ca7147b8232b3aa1",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-07T17:57:29Z",
    "title_canon_sha256": "62d75e9f5bcf4d8ea0a51054b7f91334367dad5080398a9e2d02f795b210c145"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.03632",
    "kind": "arxiv",
    "version": 2
  }
}