Pith Number

pith:JOGTPT3O

pith:2019:JOGTPT3O2B3LIZQTECR2ERXWMB

not attested not anchored not stored refs pending

Theoretical Issues in Deep Networks: Approximation, Optimization and Generalization

Andrzej Banburski, Qianli Liao, Tomaso Poggio

arxiv:1908.09375 v1 · 2019-08-25 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{JOGTPT3O2B3LIZQTECR2ERXWMB}

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Record completeness

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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

Theoretical Issues in Deep Networks: Approximation, Optimization and Generalization

Receipt and verification

First computed	2026-07-04T23:59:39.580622Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b8d37cf6ed076b4661320a3a246f6604bef5253abafe7e9bc80897fbe067df0

Aliases

arxiv: 1908.09375 · arxiv_version: 1908.09375v1 · doi: 10.48550/arxiv.1908.09375 · pith_short_12: JOGTPT3O2B3L · pith_short_16: JOGTPT3O2B3LIZQT · pith_short_8: JOGTPT3O

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/JOGTPT3O2B3LIZQTECR2ERXWMB \
  | 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: 4b8d37cf6ed076b4661320a3a246f6604bef5253abafe7e9bc80897fbe067df0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c0d22f8d5c9f4efa548673a7801340567dbce6a52c9553f14c5906d6c0f7b54",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-25T19:12:56Z",
    "title_canon_sha256": "cdf80808b31ae6a46b998986440fdb778f7806464aa84555124f7c1522db5556"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.09375",
    "kind": "arxiv",
    "version": 1
  }
}