Pith Number

pith:ZWSOAPS7

pith:2019:ZWSOAPS7SPWYX5FG3VNTG35P77

not attested not anchored not stored refs pending

Learning Curves for Deep Neural Networks: A Gaussian Field Theory Perspective

Omry Cohen, Or Malka, Zohar Ringel

arxiv:1906.05301 v4 · 2019-06-12 · cs.LG · cond-mat.stat-mech · cs.NE · physics.data-an · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZWSOAPS7SPWYX5FG3VNTG35P77}

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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

Feature learning is decoupled from generalization in high capacity neural networks

Receipt and verification

First computed	2026-07-05T02:31:36.844346Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cda4e03e5f93ed8bf4a6dd5b336faffffdbac539073c0c122646d1a09cd0c54c

Aliases

arxiv: 1906.05301 · arxiv_version: 1906.05301v4 · doi: 10.48550/arxiv.1906.05301 · pith_short_12: ZWSOAPS7SPWY · pith_short_16: ZWSOAPS7SPWYX5FG · pith_short_8: ZWSOAPS7

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/ZWSOAPS7SPWYX5FG3VNTG35P77 \
  | 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: cda4e03e5f93ed8bf4a6dd5b336faffffdbac539073c0c122646d1a09cd0c54c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8781a2ca6fb744674b519e390bd12aca7fb99ed8cbc3bcad19d7e664da20056",
    "cross_cats_sorted": [
      "cond-mat.stat-mech",
      "cs.NE",
      "physics.data-an",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-12T18:00:10Z",
    "title_canon_sha256": "4506f95b5c1063c8a60166c27bc9d9657c7e175d8f7c45f19eced1402a648b19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.05301",
    "kind": "arxiv",
    "version": 4
  }
}