Pith Number

pith:JLZYMQ64

pith:2022:JLZYMQ64TZONWPM7J3WT2QRXUI

not attested not anchored not stored refs pending

Deep Neural Networks as the Semi-classical Limit of Topological Quantum Neural Networks: The problem of generalisation

Antonino Marciano, Chris Fields, Deen Chen, Emanuele Zappala, Filippo Fabrocini, Matteo Lulli, Stefano Giagu, Tommaso Torda

arxiv:2210.13741 v2 · 2022-10-25 · quant-ph · cs.CG · cs.LG · math-ph · math.GT · math.MP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JLZYMQ64TZONWPM7J3WT2QRXUI}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Machine Learning for Multi-messenger Probes of New Physics and Cosmology: A Review and Perspective

Receipt and verification

First computed	2026-07-05T09:19:04.965938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4af38643dc9e5cdb3d9f4eed3d4237a206cbce272aa4b95fb693a683fab365ba

Aliases

arxiv: 2210.13741 · arxiv_version: 2210.13741v2 · doi: 10.48550/arxiv.2210.13741 · pith_short_12: JLZYMQ64TZON · pith_short_16: JLZYMQ64TZONWPM7 · pith_short_8: JLZYMQ64

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/JLZYMQ64TZONWPM7J3WT2QRXUI \
  | 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: 4af38643dc9e5cdb3d9f4eed3d4237a206cbce272aa4b95fb693a683fab365ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "847795ad7575246f506a625c260d8519370f881148ac908a736146db36d4b412",
    "cross_cats_sorted": [
      "cs.CG",
      "cs.LG",
      "math-ph",
      "math.GT",
      "math.MP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "quant-ph",
    "submitted_at": "2022-10-25T03:14:59Z",
    "title_canon_sha256": "0d174cf5ec564289be15f7a4841d6f985b93197a0323bc9852ff24b3b1667f77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.13741",
    "kind": "arxiv",
    "version": 2
  }
}