Pith Number

pith:JMCDXLRM

pith:2020:JMCDXLRMSHA4CFBSCXDQA2JSAO

not attested not anchored not stored refs pending

Explicit Regularisation in Gaussian Noise Injections

Alexander Camuto, Chris Holmes, Matthew Willetts, Stephen Roberts, Umut \c{S}im\c{s}ekli

arxiv:2007.07368 v6 · 2020-07-14 · stat.ML · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JMCDXLRMSHA4CFBSCXDQA2JSAO}

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.

Receipt and verification

First computed	2026-07-05T02:07:48.360368Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b043bae2c91c1c1143215c700693203a385192176244ac39140c9357c53a5f3

Aliases

arxiv: 2007.07368 · arxiv_version: 2007.07368v6 · doi: 10.48550/arxiv.2007.07368 · pith_short_12: JMCDXLRMSHA4 · pith_short_16: JMCDXLRMSHA4CFBS · pith_short_8: JMCDXLRM

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/JMCDXLRMSHA4CFBSCXDQA2JSAO \
  | 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: 4b043bae2c91c1c1143215c700693203a385192176244ac39140c9357c53a5f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a09e82f647bf7a8b41e94bda6f3e1beb37ee4ef492b2ffb45b95e3ea881e6d3f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-07-14T21:29:46Z",
    "title_canon_sha256": "a87ab9100f3e9552d9f64fd676199f57090eefe62481220cea367e3fe7c875d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.07368",
    "kind": "arxiv",
    "version": 6
  }
}