Pith Number

pith:MZN5RYQC

pith:2022:MZN5RYQCQJTQMVEZT7DSXZGBV2

not attested not anchored not stored refs pending

A Secure Federated Learning Framework for Residential Short Term Load Forecasting

Abdun Naser Mahmood, Adnan Anwar, Muhammad Akbar Husnoo, Nasser Hosseinzadeh, Robin Doss, Shama Naz Islam

arxiv:2209.14547 v2 · 2022-09-29 · cs.CR · cs.AI · cs.DC · 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{MZN5RYQCQJTQMVEZT7DSXZGBV2}

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	2026-07-05T05:55:12.194961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

665bd8e20282670654999fc72be4c1ae9935340af4447d93eed54606298dd966

Aliases

arxiv: 2209.14547 · arxiv_version: 2209.14547v2 · doi: 10.48550/arxiv.2209.14547 · pith_short_12: MZN5RYQCQJTQ · pith_short_16: MZN5RYQCQJTQMVEZ · pith_short_8: MZN5RYQC

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/MZN5RYQCQJTQMVEZT7DSXZGBV2 \
  | 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: 665bd8e20282670654999fc72be4c1ae9935340af4447d93eed54606298dd966

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52c0a81f28011a09eac5d427b8bd228bbf415c1c0d4b49b4cd273cbfce48a318",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-09-29T04:36:16Z",
    "title_canon_sha256": "f54dfa7dc5a14dc7f755d24db6b7cb6fe52089d8aaf9112808c2eb5c15667ee1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.14547",
    "kind": "arxiv",
    "version": 2
  }
}