Pith Number

pith:4VMBMWXW

pith:2018:4VMBMWXWOCV6UHWOEE22CHG3ZG

not attested not anchored not stored refs pending

Fortified Networks: Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations

Alex Lamb, Anirudh Goyal, Dmitriy Serdyuk, Ioannis Mitliagkas, Jonathan Binas, Sandeep Subramanian, Yoshua Bengio

arxiv:1804.02485 v1 · 2018-04-07 · 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{4VMBMWXWOCV6UHWOEE22CHG3ZG}

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	2026-05-18T00:18:59.352344Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e558165af670abea1ece2135a11cdbc99be6b2b0217c0a752c50f713c9248974

Aliases

arxiv: 1804.02485 · arxiv_version: 1804.02485v1 · doi: 10.48550/arxiv.1804.02485 · pith_short_12: 4VMBMWXWOCV6 · pith_short_16: 4VMBMWXWOCV6UHWO · pith_short_8: 4VMBMWXW

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/4VMBMWXWOCV6UHWOEE22CHG3ZG \
  | 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: e558165af670abea1ece2135a11cdbc99be6b2b0217c0a752c50f713c9248974

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7eabff58ea959ec1506b732a1c3f397b243787bf66a8619c600a608024932b2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-04-07T00:11:05Z",
    "title_canon_sha256": "81e3f15b17699319738fc41efe78e91d104ed1153e8c0215ee8a1b90a28eca8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.02485",
    "kind": "arxiv",
    "version": 1
  }
}