Pith Number

pith:ZD5JO2P4

pith:2023:ZD5JO2P4ZSMGJQ5KL42VVQSCU6

not attested not anchored not stored refs pending

Privacy Side Channels in Machine Learning Systems

Christopher A. Choquette-Choo, Edoardo Debenedetti, Eric Wallace, Florian Tram\`er, Giorgio Severi, Matthew Jagielski, Milad Nasr, Nicholas Carlini

arxiv:2309.05610 v2 · 2023-09-11 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZD5JO2P4ZSMGJQ5KL42VVQSCU6}

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	2026-07-05T08:45:22.215522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8fa9769fccc9864c3aa5f355ac242a7906ff642d99e4beb0fd3f583a66e0283

Aliases

arxiv: 2309.05610 · arxiv_version: 2309.05610v2 · doi: 10.48550/arxiv.2309.05610 · pith_short_12: ZD5JO2P4ZSMG · pith_short_16: ZD5JO2P4ZSMGJQ5K · pith_short_8: ZD5JO2P4

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/ZD5JO2P4ZSMGJQ5KL42VVQSCU6 \
  | 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: c8fa9769fccc9864c3aa5f355ac242a7906ff642d99e4beb0fd3f583a66e0283

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3ee4032abe4754b8acf41d129efd23f0d58992181ab0a4ad2f510c7183f293e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-09-11T16:49:05Z",
    "title_canon_sha256": "8900cd5c0ea51ea5a2b3e25f99b8cd0e3dfd0bc8666c2265e9a9bfc3ceffc7ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.05610",
    "kind": "arxiv",
    "version": 2
  }
}