Pith Number

pith:Z45BJ43Z

pith:2024:Z45BJ43ZR2VZOSWCGX5DGCJS2B

not attested not anchored not stored refs pending

Effectiveness of L2 Regularization in Privacy-Preserving Machine Learning

(2) Wire Communications, Aristotelis Spiliotis (1), Centre for Research, Computer Engineering, Dept. of Electrical, Greece, Greece), Hellenic Institute of Transport, Iliana Loi (2), Information Technology Laboratory, Ioannis Symeonidis (1), Konstantinos Moustakas (2) ((1) Human Factors, Maria Panou (1), Nikolaos Chandrinos (1), Panagiotis Zachos (2), Patras, Technology Hellas, Thermi, University of Patras, Vehicle Technology

arxiv:2412.01541 v1 · 2024-12-02 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z45BJ43ZR2VZOSWCGX5DGCJS2B}

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	2026-07-05T09:43:14.747949Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf3a14f3798eab974ac235fa330932d070981e37e22084788d7c2f893bcf6d1b

Aliases

arxiv: 2412.01541 · arxiv_version: 2412.01541v1 · doi: 10.48550/arxiv.2412.01541 · pith_short_12: Z45BJ43ZR2VZ · pith_short_16: Z45BJ43ZR2VZOSWC · pith_short_8: Z45BJ43Z

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/Z45BJ43ZR2VZOSWCGX5DGCJS2B \
  | 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: cf3a14f3798eab974ac235fa330932d070981e37e22084788d7c2f893bcf6d1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e841ebebda622f2df259c77bc1ebd14018012411c1e26997b907f7160cfad4e2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T14:31:11Z",
    "title_canon_sha256": "73bfc5101b6289b6ec2c41559bba5ba25cff64c548e7ca5b94cfda0771d11589"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01541",
    "kind": "arxiv",
    "version": 1
  }
}