Pith Number

pith:37X6HCJ4

pith:2024:37X6HCJ44T3ILQLHFO6ZO4LNJ2

not attested not anchored not stored refs pending

Trained quantum neural networks are Gaussian processes

Filippo Girardi, Giacomo De Palma

arxiv:2402.08726 v2 · 2024-02-13 · quant-ph · cs.LG · math-ph · math.MP · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{37X6HCJ44T3ILQLHFO6ZO4LNJ2}

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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

2 papers in Pith

Mean-field limit from general mixtures of experts to quantum neural networks

Efficient classical computation of the neural tangent kernel of quantum neural networks

Receipt and verification

First computed	2026-05-26T01:03:08.166421Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dfefe3893ce4f685c1672bbd97716d4e92f522bba40b29ce8566e6e41d20e221

Aliases

arxiv: 2402.08726 · arxiv_version: 2402.08726v2 · doi: 10.48550/arxiv.2402.08726 · pith_short_12: 37X6HCJ44T3I · pith_short_16: 37X6HCJ44T3ILQLH · pith_short_8: 37X6HCJ4

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/37X6HCJ44T3ILQLHFO6ZO4LNJ2 \
  | 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: dfefe3893ce4f685c1672bbd97716d4e92f522bba40b29ce8566e6e41d20e221

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8efded46ac7d2e0dd989fa84f4c64bf626fcc7106a5e73214edc28e0bf412570",
    "cross_cats_sorted": [
      "cs.LG",
      "math-ph",
      "math.MP",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "quant-ph",
    "submitted_at": "2024-02-13T19:00:08Z",
    "title_canon_sha256": "c6f6f02a0fb68c0e4e9279e3705e9465d8fa6969afc19edfb70af844385e9a33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08726",
    "kind": "arxiv",
    "version": 2
  }
}