Pith Number

pith:PQGPQHLI

pith:2017:PQGPQHLINJUTN53OUIU5A2T2PL

not attested not anchored not stored refs pending

A quantum algorithm to train neural networks using low-depth circuits

Guillaume Verdon, Jacob Biamonte, Michael Broughton

arxiv:1712.05304 v2 · 2017-12-14 · quant-ph · cond-mat.dis-nn

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PQGPQHLINJUTN53OUIU5A2T2PL}

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

3 papers in Pith

Learning to learn with quantum neural networks via classical neural networks

A review of quantum machine learning and quantum-inspired applied methods to computational fluid dynamics

PennyLane: Automatic differentiation of hybrid quantum-classical computations

Receipt and verification

First computed	2026-07-04T23:53:06.617477Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c0cf81d686a6936f76ea229d06a7a7ae239f166722e194f9fbd4b9121224b09

Aliases

arxiv: 1712.05304 · arxiv_version: 1712.05304v2 · doi: 10.48550/arxiv.1712.05304 · pith_short_12: PQGPQHLINJUT · pith_short_16: PQGPQHLINJUTN53O · pith_short_8: PQGPQHLI

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/PQGPQHLINJUTN53OUIU5A2T2PL \
  | 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: 7c0cf81d686a6936f76ea229d06a7a7ae239f166722e194f9fbd4b9121224b09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7228a906ee6e00b7a79f8bbd67e17f076c4c08b7ab35445a81d62f4148ee1ac4",
    "cross_cats_sorted": [
      "cond-mat.dis-nn"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "quant-ph",
    "submitted_at": "2017-12-14T15:57:56Z",
    "title_canon_sha256": "2daa677c525663979b64d0afb6af7e3fcc2d4fb8de9bad95eda0f626ce0da4fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.05304",
    "kind": "arxiv",
    "version": 2
  }
}