Pith Number

pith:JO4MAD3B

pith:2025:JO4MAD3BFUBQOWZ335ANYUGSLV

not attested not anchored not stored refs pending

On the Benefits of Accelerated Optimization in Robust and Private Estimation

Laurentiu Andrei Marchis, Po-Ling Loh

arxiv:2506.03044 v1 · 2025-06-03 · math.ST · cs.LG · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JO4MAD3BFUBQOWZ335ANYUGSLV}

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

Quadratic Objective Perturbation: Curvature-Based Differential Privacy

Receipt and verification

First computed	2026-07-05T11:15:13.890389Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bb8c00f612d03075b3bdf40dc50d25d698e44b96cd9ca524a4f7a519d794316

Aliases

arxiv: 2506.03044 · arxiv_version: 2506.03044v1 · doi: 10.48550/arxiv.2506.03044 · pith_short_12: JO4MAD3BFUBQ · pith_short_16: JO4MAD3BFUBQOWZ3 · pith_short_8: JO4MAD3B

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/JO4MAD3BFUBQOWZ335ANYUGSLV \
  | 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: 4bb8c00f612d03075b3bdf40dc50d25d698e44b96cd9ca524a4f7a519d794316

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea3087b18c7c2c780d72ac80cd334678a6093eb7f8518260704d692ce0580fce",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2025-06-03T16:26:30Z",
    "title_canon_sha256": "36723a2348dd7afe886ae82567dce6e4437d2b70eca914b501f2dc867a4cb810"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03044",
    "kind": "arxiv",
    "version": 1
  }
}