Pith Number

pith:XGLARXHH

pith:2023:XGLARXHHG2J4HRYHFALQ66ZS6Z

not attested not anchored not stored refs pending

Hierarchical Personalized Federated Learning Over Massive Mobile Edge Computing Networks

Chaoqun You, Howard H. Yang, Kun Guo, Tony Q. S. Quek

arxiv:2303.10580 v1 · 2023-03-19 · cs.LG · cs.AI · 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{XGLARXHHG2J4HRYHFALQ66ZS6Z}

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	2026-07-05T05:53:36.968360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b99608dce73693c3c70728170f7b32f65a93ca6a28564b64c08cac777ad6de0c

Aliases

arxiv: 2303.10580 · arxiv_version: 2303.10580v1 · doi: 10.48550/arxiv.2303.10580 · pith_short_12: XGLARXHHG2J4 · pith_short_16: XGLARXHHG2J4HRYH · pith_short_8: XGLARXHH

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/XGLARXHHG2J4HRYHFALQ66ZS6Z \
  | 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: b99608dce73693c3c70728170f7b32f65a93ca6a28564b64c08cac777ad6de0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efbf205f91c9dad2df6fea9536baa5d5dbe71d5a0406bfbe6193404eb34efc88",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-19T06:00:05Z",
    "title_canon_sha256": "10cb8e5ac0700165634366ca8e65fdcc207653e1076b8ff7cf49b35971186dd6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.10580",
    "kind": "arxiv",
    "version": 1
  }
}