Pith Number

pith:A5KTTHZE

pith:2021:A5KTTHZEG5UCHP7NMMKKIAD6JM

not attested not anchored not stored refs pending

Sensitivity analysis in differentially private machine learning using hybrid automatic differentiation

Alexander Ziller, Andrew Trask, Daniel Rueckert, Dmitrii Usynin, Georgios Kaissis, Kritika Prakash, Marcus Makowski, Moritz Knolle, Rickmer Braren

arxiv:2107.04265 v2 · 2021-07-09 · cs.LG · cs.CR · cs.SC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A5KTTHZEG5UCHP7NMMKKIAD6JM}

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	2026-07-05T03:06:31.198610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0755399f24376823bfed6314a4007e4b3d25bd24c289cda4116184e729c8a3ce

Aliases

arxiv: 2107.04265 · arxiv_version: 2107.04265v2 · doi: 10.48550/arxiv.2107.04265 · pith_short_12: A5KTTHZEG5UC · pith_short_16: A5KTTHZEG5UCHP7N · pith_short_8: A5KTTHZE

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/A5KTTHZEG5UCHP7NMMKKIAD6JM \
  | 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: 0755399f24376823bfed6314a4007e4b3d25bd24c289cda4116184e729c8a3ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3985e7d344ad705a5c9b22777627be31883e294a4a29c51ea37f4ab58e157987",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.SC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-09T07:19:23Z",
    "title_canon_sha256": "4eebfdf0ddc7e8580a8035e8ac7fcf676af0fc1902240aeda84723e9f3adfa6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.04265",
    "kind": "arxiv",
    "version": 2
  }
}