Pith Number

pith:UI4MJ4EI

pith:2016:UI4MJ4EIMDJ7F2VGQSHU6C6PXC

not attested not anchored not stored refs pending

Robustness of classifiers: from adversarial to random noise

Alhussein Fawzi, Pascal Frossard, Seyed-Mohsen Moosavi-Dezfooli

arxiv:1608.08967 v1 · 2016-08-31 · cs.LG · cs.CV · 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{UI4MJ4EIMDJ7F2VGQSHU6C6PXC}

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.

Cited by

1 paper in Pith

SORA: Free Second-Order Attacks in Fast Adversarial Training

Receipt and verification

First computed	2026-05-18T01:06:28.257757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a238c4f08860d3f2eaa6848f4f0bcfb88c2d7c7c0d8a47eb1a8bce7154e07939

Aliases

arxiv: 1608.08967 · arxiv_version: 1608.08967v1 · doi: 10.48550/arxiv.1608.08967 · pith_short_12: UI4MJ4EIMDJ7 · pith_short_16: UI4MJ4EIMDJ7F2VG · pith_short_8: UI4MJ4EI

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/UI4MJ4EIMDJ7F2VGQSHU6C6PXC \
  | 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: a238c4f08860d3f2eaa6848f4f0bcfb88c2d7c7c0d8a47eb1a8bce7154e07939

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56d82a11521b9dd9013097069430e20ff4e4baf9d8b965e7053fe3f3bc127562",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-08-31T17:54:34Z",
    "title_canon_sha256": "fe9837ee2f21d5357039c23219ba611aaa963d1e28bac6d5b35b2a2f4eaffba5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1608.08967",
    "kind": "arxiv",
    "version": 1
  }
}