Pith Number

pith:2QN2ZTYW

pith:2023:2QN2ZTYWS3JCYKYBJQQDOMAGGN

not attested not anchored not stored refs pending

Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective

Ahmed Salem, Andrew Paverd, Boris K\"opf, Lukas Wutschitz, Menglin Xia, Santiago Zanella-B\'eguelin, Saravan Rajmohan, Shruti Tople, Victor R\"uhle

arxiv:2311.15792 v1 · 2023-11-27 · cs.LG · 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{2QN2ZTYWS3JCYKYBJQQDOMAGGN}

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

Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models

Receipt and verification

First computed	2026-07-05T07:17:09.508721Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d41baccf1696d22c2b014c2037300633407f11a325b92e29d20301db0c742e66

Aliases

arxiv: 2311.15792 · arxiv_version: 2311.15792v1 · doi: 10.48550/arxiv.2311.15792 · pith_short_12: 2QN2ZTYWS3JC · pith_short_16: 2QN2ZTYWS3JCYKYB · pith_short_8: 2QN2ZTYW

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/2QN2ZTYWS3JCYKYBJQQDOMAGGN \
  | 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: d41baccf1696d22c2b014c2037300633407f11a325b92e29d20301db0c742e66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6be385427004e6e14390bfc35f47172651c43647ef87fade2a2480bcd317706b",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-27T13:14:39Z",
    "title_canon_sha256": "8de6cddf11bdacc569d3431aa878e35ac6ee3dde7c71b2c00b3944ecefa8b032"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.15792",
    "kind": "arxiv",
    "version": 1
  }
}