Pith Number

pith:DFHPGGFM

pith:2022:DFHPGGFM3RAUBW4KW4Q2SIQHOB

not attested not anchored not stored refs pending

Distributed Adversarial Training to Robustify Deep Neural Networks at Scale

Gaoyuan Zhang, Lee Martie, Lior Horesh, Mingyi Hong, Pin-Yu Chen, Quanfu Fan, Sijia Liu, Songtao Lu, Xiangyi Chen, Yihua Zhang

arxiv:2206.06257 v2 · 2022-06-13 · 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{DFHPGGFM3RAUBW4KW4Q2SIQHOB}

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	2026-07-05T04:55:30.849949Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

194ef318acdc4140db8ab721a92207706b7c338d675f2d5f5e95d4218ff3bb6e

Aliases

arxiv: 2206.06257 · arxiv_version: 2206.06257v2 · doi: 10.48550/arxiv.2206.06257 · pith_short_12: DFHPGGFM3RAU · pith_short_16: DFHPGGFM3RAUBW4K · pith_short_8: DFHPGGFM

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/DFHPGGFM3RAUBW4KW4Q2SIQHOB \
  | 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: 194ef318acdc4140db8ab721a92207706b7c338d675f2d5f5e95d4218ff3bb6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ed1bb0003f818ef89c97b9e29ebd8c7aaebb0858e23db63b8d96e2a778675e4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-13T15:39:43Z",
    "title_canon_sha256": "4aa9c7102b75f6a0456d8a88bf60485a424f9a882b83adfb4ed5f9a94164e2e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.06257",
    "kind": "arxiv",
    "version": 2
  }
}