Pith Number

pith:GALHY4QY

pith:2024:GALHY4QY4LVUTZXAUH5DHAIFSL

not attested not anchored not stored refs pending

Bayesian Federated Model Compression for Communication and Computation Efficiency

Chengyu Xia, Danny H. K. Tsang, Vincent K. N. Lau

arxiv:2404.07532 v1 · 2024-04-11 · 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{GALHY4QY4LVUTZXAUH5DHAIFSL}

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

Efficient Federated Learning with Encrypted Data Sharing for Data-Heterogeneous Edge Devices

Receipt and verification

First computed	2026-07-05T08:06:54.423725Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30167c7218e2eb49e6e0a1fa33810592d03a6b16821b01132c19d32b73ee3271

Aliases

arxiv: 2404.07532 · arxiv_version: 2404.07532v1 · doi: 10.48550/arxiv.2404.07532 · pith_short_12: GALHY4QY4LVU · pith_short_16: GALHY4QY4LVUTZXA · pith_short_8: GALHY4QY

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/GALHY4QY4LVUTZXAUH5DHAIFSL \
  | 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: 30167c7218e2eb49e6e0a1fa33810592d03a6b16821b01132c19d32b73ee3271

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0075ecb9168f5e4290dfe03c0095799a382ed1d2dac7fab4f28325e289dd52e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-11T07:51:30Z",
    "title_canon_sha256": "2b04e5eeccfb7c7070e8eca8be3e5d447b13a30167a3a106b08560d6902ff751"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07532",
    "kind": "arxiv",
    "version": 1
  }
}