Pith Number

pith:FBQDC3I6

pith:2019:FBQDC3I6VJL3B26J5E23YKFGIS

not attested not anchored not stored refs pending

On Regularization Properties of Artificial Datasets for Deep Learning

Karol Antczak

arxiv:1908.07005 v1 · 2019-08-19 · cs.LG · 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{FBQDC3I6VJL3B26J5E23YKFGIS}

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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.

Receipt and verification

First computed	2026-07-04T23:58:29.934421Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2860316d1eaa57b0ebc9e935bc28a6448f102a401fa00e80f26a83b0f4af4efc

Aliases

arxiv: 1908.07005 · arxiv_version: 1908.07005v1 · doi: 10.48550/arxiv.1908.07005 · pith_short_12: FBQDC3I6VJL3 · pith_short_16: FBQDC3I6VJL3B26J · pith_short_8: FBQDC3I6

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/FBQDC3I6VJL3B26J5E23YKFGIS \
  | 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: 2860316d1eaa57b0ebc9e935bc28a6448f102a401fa00e80f26a83b0f4af4efc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a2af5c14cea5b184ea69a4b6e64480a51ccf52245bb1fe2920d877c618554d2",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-19T18:09:07Z",
    "title_canon_sha256": "dc78569f41b499d466f0b813617381d21fb1b143dd74ed3bb6f09d5af11973c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.07005",
    "kind": "arxiv",
    "version": 1
  }
}