Pith Number

pith:65NLZ64Y

pith:2022:65NLZ64YDWIGYEWZWK2JY3JIVL

not attested not anchored not stored refs pending

The Asymmetric Maximum Margin Bias of Quasi-Homogeneous Neural Networks

Atsushi Yamamura, Chao Ma, Daniel Kunin, Surya Ganguli

arxiv:2210.03820 v2 · 2022-10-07 · cs.LG · 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{65NLZ64YDWIGYEWZWK2JY3JIVL}

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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

The late-stage training dynamics of (stochastic) subgradient descent on homogeneous neural networks

Receipt and verification

First computed	2026-07-05T05:42:49.090042Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f75abcfb981d906c12d9b2b49c6d28aac872b2f9da6628c5df80ea1b247989da

Aliases

arxiv: 2210.03820 · arxiv_version: 2210.03820v2 · doi: 10.48550/arxiv.2210.03820 · pith_short_12: 65NLZ64YDWIG · pith_short_16: 65NLZ64YDWIGYEWZ · pith_short_8: 65NLZ64Y

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/65NLZ64YDWIGYEWZWK2JY3JIVL \
  | 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: f75abcfb981d906c12d9b2b49c6d28aac872b2f9da6628c5df80ea1b247989da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7602effc62f9ca75fec97d1748a97da2afc11318bd764feaeb417072b9980632",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-07T21:14:09Z",
    "title_canon_sha256": "4019b6c2538d9ef45a9260a51d5b4651ff4294c34619af9295eb54853a362c96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.03820",
    "kind": "arxiv",
    "version": 2
  }
}