Pith Number

pith:KLXMHYWE

pith:2019:KLXMHYWE53MIXSYVGOHGGTEOAI

not attested not anchored not stored refs pending

Efficient Learning for Deep Quantum Neural Networks

Dmytro Bondarenko, Kerstin Beer, Ramona Wolf, Robert Salzmann, Terry Farrelly, Tobias J. Osborne

arxiv:1902.10445 v1 · 2019-02-27 · quant-ph · cs.GT · cs.LG · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KLXMHYWE53MIXSYVGOHGGTEOAI}

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

The Capacity of Quantum Neural Networks

Receipt and verification

First computed	2026-07-05T00:59:10.427522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52eec3e2c4eed88bcb15338e634c8e02136939460d4d8308b9bedf2ca2e36a3d

Aliases

arxiv: 1902.10445 · arxiv_version: 1902.10445v1 · doi: 10.48550/arxiv.1902.10445 · pith_short_12: KLXMHYWE53MI · pith_short_16: KLXMHYWE53MIXSYV · pith_short_8: KLXMHYWE

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/KLXMHYWE53MIXSYVGOHGGTEOAI \
  | 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: 52eec3e2c4eed88bcb15338e634c8e02136939460d4d8308b9bedf2ca2e36a3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f5f8bf561b6007342e27a0c941e8af73a0f6641c4d31c9f3defcad9b6d25d7d",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.LG",
      "physics.comp-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "quant-ph",
    "submitted_at": "2019-02-27T10:39:25Z",
    "title_canon_sha256": "8a02a11d82bbc65d5a56f7d5332c295a84db115742545d4d7a40b5ad6f65d073"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.10445",
    "kind": "arxiv",
    "version": 1
  }
}