Pith Number

pith:DUPNYNHF

pith:2023:DUPNYNHFSLPCVAUOXOICAXGV5R

not attested not anchored not stored refs pending

Adversarial Predictions of Data Distributions Across Federated Internet-of-Things Devices

Dario Dematties, Kyle Chard, Nathaniel Hudson, Nicola Ferrier, Peter Beckman, Rajesh Sankaran, Samir Rajani

arxiv:2308.14658 v1 · 2023-08-28 · cs.LG · 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{DUPNYNHFSLPCVAUOXOICAXGV5R}

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	2026-07-05T06:45:29.279822Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d1edc34e592de2a828ebb90205cd5ec72918cc4052a6d1b02206712a36d114c

Aliases

arxiv: 2308.14658 · arxiv_version: 2308.14658v1 · doi: 10.48550/arxiv.2308.14658 · pith_short_12: DUPNYNHFSLPC · pith_short_16: DUPNYNHFSLPCVAUO · pith_short_8: DUPNYNHF

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/DUPNYNHFSLPCVAUOXOICAXGV5R \
  | 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: 1d1edc34e592de2a828ebb90205cd5ec72918cc4052a6d1b02206712a36d114c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6553dcce1650b8b4d2b64e684eb1b9aa04adf5e10795add571d06b69db3ffbfa",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-28T15:40:50Z",
    "title_canon_sha256": "6e17d908f9e50589eeb03c4d04f645f2b9e532c2b255e9f0c95a5fad82d4a9d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.14658",
    "kind": "arxiv",
    "version": 1
  }
}