Pith Number

pith:5FJ5NNUG

pith:2022:5FJ5NNUGNLEZ64AF63GLDFJ27N

not attested not anchored not stored refs pending

Machine Learning with Confidential Computing: A Systematization of Knowledge

Fan Mo, Hamed Haddadi, Zahra Tarkhani

arxiv:2208.10134 v3 · 2022-08-22 · 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{5FJ5NNUGNLEZ64AF63GLDFJ27N}

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

3 papers in Pith

DIST-FL: Enhancing Security for TEE-based Aggregation in Federated Learning

Probing Memorization of Tabular In-Context Learning

Deep Privacy Funnel Model: From a Discriminative to a Generative Approach with an Application to Face Recognition

Receipt and verification

First computed	2026-07-05T08:26:09.754655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e953d6b6866ac99f7005f6ccb1953afb55eac70642c37acf8a5ecea2fabc9830

Aliases

arxiv: 2208.10134 · arxiv_version: 2208.10134v3 · doi: 10.48550/arxiv.2208.10134 · pith_short_12: 5FJ5NNUGNLEZ · pith_short_16: 5FJ5NNUGNLEZ64AF · pith_short_8: 5FJ5NNUG

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/5FJ5NNUGNLEZ64AF63GLDFJ27N \
  | 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: e953d6b6866ac99f7005f6ccb1953afb55eac70642c37acf8a5ecea2fabc9830

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5cef40cb381ce43369de3130d4a340dac63b1d5eecdbc101eed07048d5a3b16e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-08-22T08:23:53Z",
    "title_canon_sha256": "ff7c59f69bb88e09e2a8b60d7539352d48ea02c6adde9e246d7594bbe739546c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.10134",
    "kind": "arxiv",
    "version": 3
  }
}