Pith Number

pith:USV6JTCP

pith:2022:USV6JTCPJVPQDGWM4PQSQ7CRUG

not attested not anchored not stored refs pending

Fast Adversarial Training with Noise Augmentation: A Unified Perspective on RandStart and GradAlign

Axi Niu, Chang D. Yoo, Chaoning Zhang, Chenshuang Zhang, In So Kweon, Kang Zhang, Yanning Zhang

arxiv:2202.05488 v2 · 2022-02-11 · cs.LG · cs.AI

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

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\usepackage{pith}
\pithnumber{USV6JTCPJVPQDGWM4PQSQ7CRUG}

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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

Mitigating Error Amplification in Fast Adversarial Training

Receipt and verification

First computed	2026-07-05T05:03:35.302639Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4abe4cc4f4d5f019acce3e1287c51a1b08a75c38d28ade1175a28c166b21f62

Aliases

arxiv: 2202.05488 · arxiv_version: 2202.05488v2 · doi: 10.48550/arxiv.2202.05488 · pith_short_12: USV6JTCPJVPQ · pith_short_16: USV6JTCPJVPQDGWM · pith_short_8: USV6JTCP

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/USV6JTCPJVPQDGWM4PQSQ7CRUG \
  | 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: a4abe4cc4f4d5f019acce3e1287c51a1b08a75c38d28ade1175a28c166b21f62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3685dc2d7f7d3365c7628230946ab4d3172a0a1e5395ff7b85a1c5072c336c1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-11T07:37:55Z",
    "title_canon_sha256": "4257cb7213f8fad33ad7eb5db65456ab669de552ce30e24bee2088048dacd248"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.05488",
    "kind": "arxiv",
    "version": 2
  }
}