Pith Number

pith:OJGT7DT4

pith:2021:OJGT7DT4YLOURXJNJA6QSVFMPG

not attested not anchored not stored refs pending

Practical Defences Against Model Inversion Attacks for Split Neural Networks

Adam J. Hall, Daniele Romanini, Pavlos Papadopoulos, Tom Titcombe

arxiv:2104.05743 v2 · 2021-04-12 · cs.LG · cs.CR · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OJGT7DT4YLOURXJNJA6QSVFMPG}

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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

Split and Aggregation Learning for Foundation Models Over Mobile Embodied AI Network (MEAN): A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T02:33:58.897165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

724d3f8e7cc2dd48dd2d483d0954ac79a0668fd1604999f72eeb72e3cb753ba6

Aliases

arxiv: 2104.05743 · arxiv_version: 2104.05743v2 · doi: 10.48550/arxiv.2104.05743 · pith_short_12: OJGT7DT4YLOU · pith_short_16: OJGT7DT4YLOURXJN · pith_short_8: OJGT7DT4

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/OJGT7DT4YLOURXJNJA6QSVFMPG \
  | 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: 724d3f8e7cc2dd48dd2d483d0954ac79a0668fd1604999f72eeb72e3cb753ba6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2752062e318508174102da7effd5c3fb54c425f3a4f629a2b6a67bcf4438652",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-12T18:12:17Z",
    "title_canon_sha256": "5245c725481e4e3f7863a53d34b5b13ca6a7af4062f954243bca6b93352dce65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.05743",
    "kind": "arxiv",
    "version": 2
  }
}