Pith Number

pith:PG7N76SY

pith:2024:PG7N76SYKKOJMZQVVUP3RO5NKF

not attested not anchored not stored refs pending

FedAQ: Communication-Efficient Federated Edge Learning via Joint Uplink and Downlink Adaptive Quantization

Chi-Ying Tsui, Linping Qu, Shenghui Song

arxiv:2406.18156 v1 · 2024-06-26 · cs.LG · cs.DC · cs.NI · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PG7N76SYKKOJMZQVVUP3RO5NKF}

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

Enhanced Privacy and Communication Efficiency in Non-IID Federated Learning with Adaptive Quantization and Differential Privacy

Receipt and verification

First computed	2026-07-05T09:23:53.204501Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79bedffa58529c966615ad1fb8bbad516f62fe70e1876bcb01df5b529309f7df

Aliases

arxiv: 2406.18156 · arxiv_version: 2406.18156v1 · doi: 10.48550/arxiv.2406.18156 · pith_short_12: PG7N76SYKKOJ · pith_short_16: PG7N76SYKKOJMZQV · pith_short_8: PG7N76SY

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/PG7N76SYKKOJMZQVVUP3RO5NKF \
  | 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: 79bedffa58529c966615ad1fb8bbad516f62fe70e1876bcb01df5b529309f7df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a96d8b45f832ff6327104dd3682e5e8309c24a5a0e2ae4ed24ebdd38209bfb7",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.NI",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-26T08:14:23Z",
    "title_canon_sha256": "b3bffbbcd07ff26a8a0f8a844e87acb87cb4b897754f36c66528fdaeaab2b7ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.18156",
    "kind": "arxiv",
    "version": 1
  }
}