Pith Number

pith:OAEHB3YQ

pith:2020:OAEHB3YQHGNAQ7ZH76HURTHT2Y

not attested not anchored not stored refs pending

Fast is better than free: Revisiting adversarial training

Eric Wong, J. Zico Kolter, Leslie Rice

arxiv:2001.03994 v1 · 2020-01-12 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{OAEHB3YQHGNAQ7ZH76HURTHT2Y}

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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

11 papers in Pith

Robust Auto-associative Memory via Convolutional Restricted Hopfield Networks

A combination of noise and bilateral filters achieve supralinear and scalable adversarial robustness in CNNs

Catastrophic Overfitting, Entropy Gap and Participation Ratio: A Noiseless $l^p$ Norm Solution for Fast Adversarial Training

Uncovering and Understanding FPR Manipulation Attack in Industrial IoT Networks

SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks

Receipt and verification

First computed	2026-07-05T00:32:57.726102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

700870ef10399a087f27ff8f48ccf3d616d278a32e276347d63ff81a868e2e32

Aliases

arxiv: 2001.03994 · arxiv_version: 2001.03994v1 · doi: 10.48550/arxiv.2001.03994 · pith_short_12: OAEHB3YQHGNA · pith_short_16: OAEHB3YQHGNAQ7ZH · pith_short_8: OAEHB3YQ

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/OAEHB3YQHGNAQ7ZH76HURTHT2Y \
  | 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: 700870ef10399a087f27ff8f48ccf3d616d278a32e276347d63ff81a868e2e32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8de881a31a1cc56dd5b3e4f9104f461fef0fa2512e0a91afd4765aea783c0d65",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-12T20:30:22Z",
    "title_canon_sha256": "9d2b771385c7276e88884dfaaf46e976facff38600e0875aaddbf60f97938a6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.03994",
    "kind": "arxiv",
    "version": 1
  }
}