Pith Number

pith:OGFLHOPS

pith:2025:OGFLHOPSDG46IEFQLJNHBWKZZ5

not attested not anchored not stored refs pending

Gaussian DP for Reporting Differential Privacy Guarantees in Machine Learning

Antti Honkela, Bogdan Kulynych, Borja Balle, Flavio P. Calmon, Georgios Kaissis, Jamie Hayes, Juan Felipe Gomez

arxiv:2503.10945 v3 · 2025-03-13 · cs.LG · cs.AI · cs.CR · 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{OGFLHOPSDG46IEFQLJNHBWKZZ5}

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

2 papers in Pith

Cyclic Adaptive Private Synthesis for Sharing Real-World Data in Education

Privacy Auditing with Zero (0) Training Run

Receipt and verification

First computed	2026-06-19T16:10:29.487195Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

718ab3b9f219b9e410b05a5a70d959cf5925598f7a7d9ef66686b1ca899da9d0

Aliases

arxiv: 2503.10945 · arxiv_version: 2503.10945v3 · doi: 10.48550/arxiv.2503.10945 · pith_short_12: OGFLHOPSDG46 · pith_short_16: OGFLHOPSDG46IEFQ · pith_short_8: OGFLHOPS

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/OGFLHOPSDG46IEFQLJNHBWKZZ5 \
  | 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: 718ab3b9f219b9e410b05a5a70d959cf5925598f7a7d9ef66686b1ca899da9d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a80d497b1a275018f69c0e6ad9556ca04950e835011f907616079fd5e92ab0c6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-13T23:06:30Z",
    "title_canon_sha256": "291cd898809974dff8f5c9c12da221c549b37e50efe74225e41cc0778b72fc11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10945",
    "kind": "arxiv",
    "version": 3
  }
}