Pith Number

pith:L2Z2H3ED

pith:2023:L2Z2H3EDSKP4E6NJCNP7JACWNH

not attested not anchored not stored refs pending

Machine learning phase transitions: Connections to the Fisher information

Flemming Holtorf, Frank Sch\"afer, Julian Arnold, Niels L\"orch

arxiv:2311.10710 v1 · 2023-11-17 · cond-mat.dis-nn · cs.LG · quant-ph · 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{L2Z2H3EDSKP4E6NJCNP7JACWNH}

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

Hybrid quantum-classical neural network for sample-efficient recognition of topological phases

Receipt and verification

First computed	2026-07-05T07:13:56.207251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5eb3a3ec83929fc279a9135ff4805669f9826f2f2b27f530ddda338f95e1444c

Aliases

arxiv: 2311.10710 · arxiv_version: 2311.10710v1 · doi: 10.48550/arxiv.2311.10710 · pith_short_12: L2Z2H3EDSKP4 · pith_short_16: L2Z2H3EDSKP4E6NJ · pith_short_8: L2Z2H3ED

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/L2Z2H3EDSKP4E6NJCNP7JACWNH \
  | 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: 5eb3a3ec83929fc279a9135ff4805669f9826f2f2b27f530ddda338f95e1444c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7190cd607e40827fd8e219799be354cf555194cda1c491424f9de2623e19d19",
    "cross_cats_sorted": [
      "cs.LG",
      "quant-ph",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.dis-nn",
    "submitted_at": "2023-11-17T18:59:35Z",
    "title_canon_sha256": "5d9194cc95c264e2ce7ef4f81d093f6ef9a3f26e91549a7d0be9fec089c89d71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.10710",
    "kind": "arxiv",
    "version": 1
  }
}