Pith Number

pith:4ZERMJEV

pith:2024:4ZERMJEV2Y7LRZM52WSCEHARQQ

not attested not anchored not stored refs pending

Improving Fast Adversarial Training Paradigm: An Example Taxonomy Perspective

Chengze Jiang, Dacheng Tao, Jie Gui, Kun Tong, Minjing Dong, Xinli Shi, Yuan Yan Tang

arxiv:2408.03944 v2 · 2024-07-22 · cs.CV · 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{4ZERMJEV2Y7LRZM52WSCEHARQQ}

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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	2026-07-05T09:12:08.649225Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e649162495d63eb8e59dd5a4221c118437b17a361c302b0f2e098b89e9375658

Aliases

arxiv: 2408.03944 · arxiv_version: 2408.03944v2 · doi: 10.48550/arxiv.2408.03944 · pith_short_12: 4ZERMJEV2Y7L · pith_short_16: 4ZERMJEV2Y7LRZM5 · pith_short_8: 4ZERMJEV

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/4ZERMJEV2Y7LRZM52WSCEHARQQ \
  | 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: e649162495d63eb8e59dd5a4221c118437b17a361c302b0f2e098b89e9375658

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e627bc604b862ecc98ffd04d9b463bb5062d1cebab2c7fa60c9496b04094841",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-22T03:56:27Z",
    "title_canon_sha256": "af4184eb8e8633c75ef138eab97c847f3f5f1a615f0baff3ff3d23d6f7a4c5f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03944",
    "kind": "arxiv",
    "version": 2
  }
}