Pith Number

pith:YD4L4FAK

pith:2019:YD4L4FAKOVC2XMFZJYAA6SR5ZJ

not attested not anchored not stored refs pending

Adversarial Training for Free!

Ali Shafahi, Amin Ghiasi, Christoph Studer, Gavin Taylor, John Dickerson, Larry S. Davis, Mahyar Najibi, Tom Goldstein, Zheng Xu

arxiv:1904.12843 v2 · 2019-04-29 · cs.LG · cs.CR · 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{YD4L4FAKOVC2XMFZJYAA6SR5ZJ}

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

3 papers in Pith

Homogenization of $\ell_2$-Adversarial Training in High-Dimensions: Exact Dynamics under Stochastic Gradient Descent

Fast Adversarial Attacks with Gradient Prediction

SORA: Free Second-Order Attacks in Fast Adversarial Training

Receipt and verification

First computed	2026-07-05T00:20:52.359739Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0f8be140a7545abb0b94e000f4a3dca6aff86a7360d5274efa4ac55c230fa17

Aliases

arxiv: 1904.12843 · arxiv_version: 1904.12843v2 · doi: 10.48550/arxiv.1904.12843 · pith_short_12: YD4L4FAKOVC2 · pith_short_16: YD4L4FAKOVC2XMFZ · pith_short_8: YD4L4FAK

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/YD4L4FAKOVC2XMFZJYAA6SR5ZJ \
  | 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: c0f8be140a7545abb0b94e000f4a3dca6aff86a7360d5274efa4ac55c230fa17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "835acd889d7764a9b15262fee6e931c887ba97813bda94ec3e01d4255baf0b11",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-29T17:50:32Z",
    "title_canon_sha256": "033d00e61105aab17dec84e4a047ccd4f585e51ac127cf136230527569668d1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.12843",
    "kind": "arxiv",
    "version": 2
  }
}