Pith Number

pith:3P2VQI5N

pith:2021:3P2VQI5NZUJPVBVQSIPPXKR6U7

not attested not anchored not stored refs pending

On Margin Maximization in Linear and ReLU Networks

Gal Vardi, Nathan Srebro, Ohad Shamir

arxiv:2110.02732 v4 · 2021-10-06 · 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{3P2VQI5NZUJPVBVQSIPPXKR6U7}

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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

Estimating Implicit Regularization in Deep Learning

Receipt and verification

First computed	2026-07-05T05:02:23.602355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dbf55823adcd12fa86b0921efbaa3ea7e7e6e626442fae486fbdb01a3ca7a69a

Aliases

arxiv: 2110.02732 · arxiv_version: 2110.02732v4 · doi: 10.48550/arxiv.2110.02732 · pith_short_12: 3P2VQI5NZUJP · pith_short_16: 3P2VQI5NZUJPVBVQ · pith_short_8: 3P2VQI5N

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/3P2VQI5NZUJPVBVQSIPPXKR6U7 \
  | 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: dbf55823adcd12fa86b0921efbaa3ea7e7e6e626442fae486fbdb01a3ca7a69a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3498c8682d30c7906e54683cbbc9a735eb1f8a2084034ea4445e2327acdd2a20",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-06T13:27:23Z",
    "title_canon_sha256": "a1e3ec8df7eeb2c0d3e45fdd5a6bf5061868a52282691624eac477e30d2fc96b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.02732",
    "kind": "arxiv",
    "version": 4
  }
}