Pith Number

pith:6XFXFGMD

pith:2023:6XFXFGMDUQJQDIR53ALZAUEHVD

not attested not anchored not stored refs pending

Contextuality and inductive bias in quantum machine learning

Joseph Bowles, Maria Schuld, M\'at\'e Farkas, Nathan Killoran, Victoria J Wright

arxiv:2302.01365 v3 · 2023-02-02 · quant-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{6XFXFGMDUQJQDIR53ALZAUEHVD}

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

Geometric Preconditioning and Curriculum Optimization for Trainable Variational Quantum Regression

The power of entanglement in distributed quantum machine learning

Quantum Machine Learning for Colorectal Cancer Data: Anastomotic Leak Classification and Risk Factors

Receipt and verification

First computed	2026-07-05T06:02:05.953718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5cb729983a41301a23dd817905087a8cf2fb312cb21f4c43f7c02f3d9ca989b

Aliases

arxiv: 2302.01365 · arxiv_version: 2302.01365v3 · doi: 10.48550/arxiv.2302.01365 · pith_short_12: 6XFXFGMDUQJQ · pith_short_16: 6XFXFGMDUQJQDIR5 · pith_short_8: 6XFXFGMD

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/6XFXFGMDUQJQDIR53ALZAUEHVD \
  | 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: f5cb729983a41301a23dd817905087a8cf2fb312cb21f4c43f7c02f3d9ca989b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0275ba7458ee21ac0d08012fa98c1e71ee187e62cb413cdaaf892b82e5b9673d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "quant-ph",
    "submitted_at": "2023-02-02T19:07:26Z",
    "title_canon_sha256": "c97187828e110ffac197335e98a720b324d0ccb9a66f495b26b6a941cb453cc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01365",
    "kind": "arxiv",
    "version": 3
  }
}