Pith Number

pith:D77AU2VS

pith:2024:D77AU2VSL2NZUZII5VSAW7UPON

not attested not anchored not stored refs pending

A Novel Privacy Enhancement Scheme with Dynamic Quantization for Federated Learning

Mo-Yuen Chow, Shi Jin, Xianghui Cao, Yifan Wang

arxiv:2405.16058 v6 · 2024-05-25 · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D77AU2VSL2NZUZII5VSAW7UPON}

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	2026-07-05T12:02:34.361579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ffe0a6ab25e9b9a6508ed640b7e8f7356f5f91f56604acea118c01aa8271ca2

Aliases

arxiv: 2405.16058 · arxiv_version: 2405.16058v6 · doi: 10.48550/arxiv.2405.16058 · pith_short_12: D77AU2VSL2NZ · pith_short_16: D77AU2VSL2NZUZII · pith_short_8: D77AU2VS

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/D77AU2VSL2NZUZII5VSAW7UPON \
  | 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: 1ffe0a6ab25e9b9a6508ed640b7e8f7356f5f91f56604acea118c01aa8271ca2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "632acc0566cd06f107f28a3ad835fcdc13ad44a03d8de3f2c8924c7fef8b6997",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-05-25T04:56:54Z",
    "title_canon_sha256": "64549257a9288a8a270f0a49351504c2501cb9e38242e2709a1fe1fef4917b32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16058",
    "kind": "arxiv",
    "version": 6
  }
}