Pith Number

pith:WVYK55WB

pith:2024:WVYK55WBY3JHO5XTDPUXU6VMNA

not attested not anchored not stored refs pending

A Brief Review of Quantum Machine Learning for Financial Services

Chris Heunen, Conor Brian Hamill, Mina Doosti, Oliver Thomson Brown, Petros Wallden, Robert Hankache

arxiv:2407.12618 v1 · 2024-07-17 · quant-ph · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WVYK55WBY3JHO5XTDPUXU6VMNA}

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

Compression-Driven Anomaly Detection in Brain MRI Using an Interpretable Quantum Autoencoder

Receipt and verification

First computed	2026-06-11T01:09:08.799306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b570aef6c1c6d27776f31be97a7aac68305a9373f5b95432234adee7174449d6

Aliases

arxiv: 2407.12618 · arxiv_version: 2407.12618v1 · doi: 10.48550/arxiv.2407.12618 · pith_short_12: WVYK55WBY3JH · pith_short_16: WVYK55WBY3JHO5XT · pith_short_8: WVYK55WB

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/WVYK55WBY3JHO5XTDPUXU6VMNA \
  | 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: b570aef6c1c6d27776f31be97a7aac68305a9373f5b95432234adee7174449d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee109f0173a84caa8b45c8800865be6a841f701ac6b7673398a9094577c2682f",
    "cross_cats_sorted": [
      "cs.CE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "quant-ph",
    "submitted_at": "2024-07-17T14:44:47Z",
    "title_canon_sha256": "5dbaab6d87ce8698f885093fe2ed59932f7c940ec7b12a83afc55c5f15d72cfa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12618",
    "kind": "arxiv",
    "version": 1
  }
}