Pith Number

pith:7ENGHTO4

pith:2019:7ENGHTO462KM5HICIS45ZQ6LWY

not attested not anchored not stored refs pending

Lexicographic and Depth-Sensitive Margins in Homogeneous and Non-Homogeneous Deep Models

Daniel Soudry, Jason D. Lee, Mor Shpigel Nacson, Nathan Srebro, Suriya Gunasekar

arxiv:1905.07325 v1 · 2019-05-17 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7ENGHTO462KM5HICIS45ZQ6LWY}

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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

Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Receipt and verification

First computed	2026-05-17T23:45:55.880595Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f91a63cddcf694ce9d0244b9dcc3cbb60977231e32c33045b2307bd82fffdd4d

Aliases

arxiv: 1905.07325 · arxiv_version: 1905.07325v1 · doi: 10.48550/arxiv.1905.07325 · pith_short_12: 7ENGHTO462KM · pith_short_16: 7ENGHTO462KM5HIC · pith_short_8: 7ENGHTO4

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/7ENGHTO462KM5HICIS45ZQ6LWY \
  | 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: f91a63cddcf694ce9d0244b9dcc3cbb60977231e32c33045b2307bd82fffdd4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39f5f9bb9083604a90d4ad13688484a2bfad73fb08191515fe675e22484ade90",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-05-17T15:24:33Z",
    "title_canon_sha256": "f3e3330b1d5a95afbf3705aac4a748d7bf9bbde01d69040f2bc973c59101e5ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.07325",
    "kind": "arxiv",
    "version": 1
  }
}