Pith Number

pith:M3NR6IYU

pith:2019:M3NR6IYU26GWLTDKXI7O4MB6RJ

not attested not anchored not stored refs pending

Efficient Adversarial Training with Transferable Adversarial Examples

Atul Prakash, Haizhong Zheng, Honglak Lee, Juncheng Gu, Ziqi Zhang

arxiv:1912.11969 v2 · 2019-12-27 · cs.LG · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M3NR6IYU26GWLTDKXI7O4MB6RJ}

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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

SORA: Free Second-Order Attacks in Fast Adversarial Training

Receipt and verification

First computed	2026-07-05T01:15:50.153405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66db1f2314d78d65cc6aba3eee303e8a7f80c79b9d0c3224385826955a3d126c

Aliases

arxiv: 1912.11969 · arxiv_version: 1912.11969v2 · doi: 10.48550/arxiv.1912.11969 · pith_short_12: M3NR6IYU26GW · pith_short_16: M3NR6IYU26GWLTDK · pith_short_8: M3NR6IYU

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/M3NR6IYU26GWLTDKXI7O4MB6RJ \
  | 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: 66db1f2314d78d65cc6aba3eee303e8a7f80c79b9d0c3224385826955a3d126c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "74b740029bbae4627acdae6e4003f66f90b299adb9ecf2e4e0f3d05a0206833c",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-27T03:05:05Z",
    "title_canon_sha256": "48d53224cb531e26021d916b03d8dd5baa4f45f2bcbf63ef1a0a3e6e5f2b5e99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.11969",
    "kind": "arxiv",
    "version": 2
  }
}