Pith Number

pith:Z4CF2ONG

pith:2020:Z4CF2ONGGOSMC5TNIHCP4REXKK

not attested not anchored not stored refs pending

Precise Statistical Analysis of Classification Accuracies for Adversarial Training

Adel Javanmard, Mahdi Soltanolkotabi

arxiv:2010.11213 v2 · 2020-10-21 · stat.ML · cs.LG · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z4CF2ONGGOSMC5TNIHCP4REXKK}

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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

Homogenization of $\ell_2$-Adversarial Training in High-Dimensions: Exact Dynamics under Stochastic Gradient Descent

Receipt and verification

First computed	2026-07-05T04:10:49.912486Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf045d39a633a4c1766d41c4fe4497528ccaaaac22662feee99286e5c1a40502

Aliases

arxiv: 2010.11213 · arxiv_version: 2010.11213v2 · doi: 10.48550/arxiv.2010.11213 · pith_short_12: Z4CF2ONGGOSM · pith_short_16: Z4CF2ONGGOSMC5TN · pith_short_8: Z4CF2ONG

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/Z4CF2ONGGOSMC5TNIHCP4REXKK \
  | 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: cf045d39a633a4c1766d41c4fe4497528ccaaaac22662feee99286e5c1a40502

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "418fa690984d2b68d34106a62be20be07c60a731d06429707f8de8ad7b6503d8",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-10-21T18:00:53Z",
    "title_canon_sha256": "625675a009b531dd730054aa1e4664da2ff035c039178e29d045907a3d8f1d88"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.11213",
    "kind": "arxiv",
    "version": 2
  }
}