Pith Number

pith:7J6KBZNK

pith:2016:7J6KBZNKNMFH4Q5BEPTUAAZ2CU

not attested not anchored not stored refs pending

Improving the Robustness of Deep Neural Networks via Stability Training

Ian Goodfellow, Stephan Zheng, Thomas Leung, Yang Song

arxiv:1604.04326 v1 · 2016-04-15 · cs.CV · 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{7J6KBZNKNMFH4Q5BEPTUAAZ2CU}

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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.

Cited by

1 paper in Pith

On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima

Receipt and verification

First computed	2026-05-18T01:17:04.501223Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa7ca0e5aa6b0a7e43a123e740033a150d92db17a1365e58b9b4151008667c7c

Aliases

arxiv: 1604.04326 · arxiv_version: 1604.04326v1 · doi: 10.48550/arxiv.1604.04326 · pith_short_12: 7J6KBZNKNMFH · pith_short_16: 7J6KBZNKNMFH4Q5B · pith_short_8: 7J6KBZNK

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/7J6KBZNKNMFH4Q5BEPTUAAZ2CU \
  | 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: fa7ca0e5aa6b0a7e43a123e740033a150d92db17a1365e58b9b4151008667c7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3e2b7c31cca78e88746f59514cfd801607c9be7c4105e7c79dd57a455259aac",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2016-04-15T01:15:18Z",
    "title_canon_sha256": "001af2b99876c8dc9107de7416ee17ffc06171db380e200f179c75512e83c2ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1604.04326",
    "kind": "arxiv",
    "version": 1
  }
}