Pith Number

pith:PSGSQ3GS

pith:2022:PSGSQ3GSJUU62RALOAQEN43S5M

not attested not anchored not stored refs pending

Representation Theory for Geometric Quantum Machine Learning

Frederic Sauvage, Louis Schatzki, Martin Larocca, M. Cerezo, Michael Ragone, Paolo Braccia, Patrick J. Coles, Quynh T. Nguyen

arxiv:2210.07980 v2 · 2022-10-14 · quant-ph · cs.LG · math.RT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PSGSQ3GSJUU62RALOAQEN43S5M}

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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

13 papers in Pith

Exploiting More Than Symmetry in Variational Quantum Machine Learning

Blind Symmetry Matching in Quantum States with Application to Shot-Count Reduction

Beyond Logical Circuits: Hardware-Aware Analysis of Expressibility and Trainability in Variational Quantum Algorithms

Exponentially many initializations to avoid barren plateaus

Quantum Convolutional Neural Networks are Effectively Classically Simulable

Receipt and verification

First computed	2026-07-05T05:39:22.579337Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c8d286cd24d29ed440b702046f372eb3acaf91872d6ba041b22c3a34b180c9d

Aliases

arxiv: 2210.07980 · arxiv_version: 2210.07980v2 · doi: 10.48550/arxiv.2210.07980 · pith_short_12: PSGSQ3GSJUU6 · pith_short_16: PSGSQ3GSJUU62RAL · pith_short_8: PSGSQ3GS

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/PSGSQ3GSJUU62RALOAQEN43S5M \
  | 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: 7c8d286cd24d29ed440b702046f372eb3acaf91872d6ba041b22c3a34b180c9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f7549dd004a5c43d7eb01d8c8894f2536761f4174fea571352e2c26d8481f42",
    "cross_cats_sorted": [
      "cs.LG",
      "math.RT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "quant-ph",
    "submitted_at": "2022-10-14T17:25:36Z",
    "title_canon_sha256": "67e9f3c79f7cb30e5d9751cb1be696075ecdb4acba1306aa71671e55d68b67b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.07980",
    "kind": "arxiv",
    "version": 2
  }
}