Pith Number

pith:2WCTITCJ

pith:2020:2WCTITCJ4AEI32YJV5GDFIR7QW

not attested not anchored not stored refs pending

On Data Augmentation and Adversarial Risk: An Empirical Analysis

Bernhard A. Moser, Gerhard Widmer, Hamid Eghbal-zadeh, Khaled Koutini, Michal Lewandowski, Paul Primus, Verena Haunschmid, Werner Zellinger

arxiv:2007.02650 v1 · 2020-07-06 · 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{2WCTITCJ4AEI32YJV5GDFIR7QW}

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	2026-07-05T01:16:23.986211Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d585344c49e0088deb09af4c32a23f858a895d2f65f00a09c843170c377511d9

Aliases

arxiv: 2007.02650 · arxiv_version: 2007.02650v1 · doi: 10.48550/arxiv.2007.02650 · pith_short_12: 2WCTITCJ4AEI · pith_short_16: 2WCTITCJ4AEI32YJ · pith_short_8: 2WCTITCJ

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/2WCTITCJ4AEI32YJV5GDFIR7QW \
  | 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: d585344c49e0088deb09af4c32a23f858a895d2f65f00a09c843170c377511d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f955e601bb7c00a96c716bc8da9ccfd4ac4b3da3477bb81a3686211aaad14005",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-06T11:16:18Z",
    "title_canon_sha256": "074cec502445542ea0babe90f518d802b96ed96973fdadd15bd4df5e995d3556"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.02650",
    "kind": "arxiv",
    "version": 1
  }
}