Pith Number

pith:VLLHXNEW

pith:2021:VLLHXNEWQAPE2NL46U5TQR6OMI

not attested not anchored not stored refs pending

AirMixML: Over-the-Air Data Mixup for Inherently Privacy-Preserving Edge Machine Learning

Jihong Park, Mehdi Bennis, Praneeth Vepakomma, Ramesh Raskar, Yusuke Koda

arxiv:2105.00395 v1 · 2021-05-02 · cs.NI · cs.AI · 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{VLLHXNEWQAPE2NL46U5TQR6OMI}

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

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy

Receipt and verification

First computed	2026-07-05T02:36:54.068792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aad67bb496801e4d357cf53b3847ce6218dae912ec06e235509f5ae929b1d7de

Aliases

arxiv: 2105.00395 · arxiv_version: 2105.00395v1 · doi: 10.48550/arxiv.2105.00395 · pith_short_12: VLLHXNEWQAPE · pith_short_16: VLLHXNEWQAPE2NL4 · pith_short_8: VLLHXNEW

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/VLLHXNEWQAPE2NL46U5TQR6OMI \
  | 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: aad67bb496801e4d357cf53b3847ce6218dae912ec06e235509f5ae929b1d7de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af89d4fb49f38183771ad12f877175010faedfc91ee9870661bb8f653fa1163c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2021-05-02T05:45:43Z",
    "title_canon_sha256": "e69d703cf31a752722d3594df2b9d020da2687cd6f8eaf048a7b02ff99ac87b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.00395",
    "kind": "arxiv",
    "version": 1
  }
}