Pith Number

pith:AKGXVIW4

pith:2025:AKGXVIW4LHULPIBU6Y7J3O7Z7K

not attested not anchored not stored refs pending

On the Generalization of Adversarially Trained Quantum Classifiers

Aaron Mark Thomas, Osvaldo Simeone, Petros Georgiou, Sharu Theresa Jose

arxiv:2504.17690 v1 · 2025-04-24 · quant-ph · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AKGXVIW4LHULPIBU6Y7J3O7Z7K}

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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

1 paper in Pith

The interplay of robustness and generalization in quantum machine learning

Receipt and verification

First computed	2026-07-05T10:53:34.131526Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

028d7aa2dc59e8b7a034f63e9dbbf9faba0bf7a92126f7e9c1150b11e095b866

Aliases

arxiv: 2504.17690 · arxiv_version: 2504.17690v1 · doi: 10.48550/arxiv.2504.17690 · pith_short_12: AKGXVIW4LHUL · pith_short_16: AKGXVIW4LHULPIBU · pith_short_8: AKGXVIW4

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/AKGXVIW4LHULPIBU6Y7J3O7Z7K \
  | 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: 028d7aa2dc59e8b7a034f63e9dbbf9faba0bf7a92126f7e9c1150b11e095b866

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52da07edc25e1d5b49a1158ab7b06e0b45d0d26f7de28035d71e7d6b716442f8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "quant-ph",
    "submitted_at": "2025-04-24T15:59:55Z",
    "title_canon_sha256": "032173c7a6f77b3494e4b32353df75431046ba9ea00bc2c7431191feffec91f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.17690",
    "kind": "arxiv",
    "version": 1
  }
}