Pith Number

pith:YCFMLFP4

pith:2021:YCFMLFP4OTEUIPQ46CUTDELZOQ

not attested not anchored not stored refs pending

Revisiting and Advancing Fast Adversarial Training Through The Lens of Bi-Level Optimization

Guanhua Zhang, Mingyi Hong, Prashant Khanduri, Shiyu Chang, Sijia Liu, Yihua Zhang

arxiv:2112.12376 v6 · 2021-12-23 · 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{YCFMLFP4OTEUIPQ46CUTDELZOQ}

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	2026-07-05T05:03:34.408150Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c08ac595fc74c9443e1cf0a931917974081d921b6917fa9384a95afc750224bd

Aliases

arxiv: 2112.12376 · arxiv_version: 2112.12376v6 · doi: 10.48550/arxiv.2112.12376 · pith_short_12: YCFMLFP4OTEU · pith_short_16: YCFMLFP4OTEUIPQ4 · pith_short_8: YCFMLFP4

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/YCFMLFP4OTEUIPQ46CUTDELZOQ \
  | 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: c08ac595fc74c9443e1cf0a931917974081d921b6917fa9384a95afc750224bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ee474879bb86ff9e512846959ef04f0c324198fe63b0afc8d16550f0332fa0e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-23T06:25:36Z",
    "title_canon_sha256": "7c6d92790b75f1ad0802d13ab40726ac72e4396180142c339cb434f187b3ea4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.12376",
    "kind": "arxiv",
    "version": 6
  }
}