Pith Number

pith:5BQPOLCQ

pith:2020:5BQPOLCQKEXQNHDCNWI2NNNZBF

not attested not anchored not stored refs pending

Understanding and Improving Fast Adversarial Training

Maksym Andriushchenko, Nicolas Flammarion

arxiv:2007.02617 v2 · 2020-07-06 · 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{5BQPOLCQKEXQNHDCNWI2NNNZBF}

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	2026-07-05T01:45:43.952435Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e860f72c50512f069c626d91a6b5b90974c22ef93eb1fc3f2051aeeeae38fbe5

Aliases

arxiv: 2007.02617 · arxiv_version: 2007.02617v2 · doi: 10.48550/arxiv.2007.02617 · pith_short_12: 5BQPOLCQKEXQ · pith_short_16: 5BQPOLCQKEXQNHDC · pith_short_8: 5BQPOLCQ

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/5BQPOLCQKEXQNHDCNWI2NNNZBF \
  | 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: e860f72c50512f069c626d91a6b5b90974c22ef93eb1fc3f2051aeeeae38fbe5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f56e917d89ab1a3839eb8b654f19cce432e3de525b58d883679b0da7a3d5c3d",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-06T10:16:43Z",
    "title_canon_sha256": "ab25f2087d81553cb172b878bbe9fd62532e50d4972dca207a62cb6f91c116ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.02617",
    "kind": "arxiv",
    "version": 2
  }
}