Pith Number

pith:PZ4LR554

pith:2025:PZ4LR554MBJJOM5ROIOS4U7NCK

not attested not anchored not stored refs pending

Phase Transitions between Accuracy Regimes in L2 regularized Deep Neural Networks

Ibrahim Talha Ersoy, Karoline Wiesner

arxiv:2505.06597 v2 · 2025-05-10 · cs.LG · cond-mat.dis-nn · cond-mat.stat-mech · physics.data-an

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PZ4LR554MBJJOM5ROIOS4U7NCK}

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.

Receipt and verification

First computed	2026-07-05T12:00:27.687397Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e78b8f7bc60529733b1721d2e53ed12a1d46b945b4848febd0df0b94816c215

Aliases

arxiv: 2505.06597 · arxiv_version: 2505.06597v2 · doi: 10.48550/arxiv.2505.06597 · pith_short_12: PZ4LR554MBJJ · pith_short_16: PZ4LR554MBJJOM5R · pith_short_8: PZ4LR554

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/PZ4LR554MBJJOM5ROIOS4U7NCK \
  | 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: 7e78b8f7bc60529733b1721d2e53ed12a1d46b945b4848febd0df0b94816c215

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9819e7cfb7d7fd896a5f3972349404d8f17b446f1f9a7ef106710f7e99d6ddca",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cond-mat.stat-mech",
      "physics.data-an"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-10T11:02:30Z",
    "title_canon_sha256": "37b2b8efa5254fb90d756f8679ba8957c9da272ac4b538dd51c604cf173691eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06597",
    "kind": "arxiv",
    "version": 2
  }
}