Pith Number

pith:SHZXZZSH

pith:2024:SHZXZZSH3DNN3KZSNJJ6S4RWAT

not attested not anchored not stored refs pending

Personalized Federated Learning Techniques: Empirical Analysis

Ahmad Faraz Khan, Ali Anwar, Azal Ahmad Khan, Haider Ali

arxiv:2409.06805 v1 · 2024-09-10 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SHZXZZSH3DNN3KZSNJJ6S4RWAT}

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

Memory as a Service (MaaS): Purpose-Bound Memory Mediation for Cooperative Agents

Receipt and verification

First computed	2026-07-05T09:05:41.402408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91f37ce647d8daddab326a53e9723604d1d9aced565eb233bdaad11de427988e

Aliases

arxiv: 2409.06805 · arxiv_version: 2409.06805v1 · doi: 10.48550/arxiv.2409.06805 · pith_short_12: SHZXZZSH3DNN · pith_short_16: SHZXZZSH3DNN3KZS · pith_short_8: SHZXZZSH

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/SHZXZZSH3DNN3KZSNJJ6S4RWAT \
  | 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: 91f37ce647d8daddab326a53e9723604d1d9aced565eb233bdaad11de427988e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e293d8817e624c530cc85748c84bac96cece4f7a76950142731fa9c283397d36",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-10T18:16:28Z",
    "title_canon_sha256": "09e27cf38c98440e51408752f4a11d4eca898439ac0be76bd359b3040263b8ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.06805",
    "kind": "arxiv",
    "version": 1
  }
}