Pith Number

pith:DEBXESNF

pith:2025:DEBXESNFGY4S4ECTK34XGSJZXP

not attested not anchored not stored refs pending

Strategies for Improving Communication Efficiency in Distributed and Federated Learning: Compression, Local Training, and Personalization

Kai Yi

arxiv:2509.08233 v1 · 2025-09-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DEBXESNFGY4S4ECTK34XGSJZXP}

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	2026-07-05T12:08:25.765014Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19037249a536392e105356f9734939bbdba7fea4cdc77ce5591fedde81184e6e

Aliases

arxiv: 2509.08233 · arxiv_version: 2509.08233v1 · doi: 10.48550/arxiv.2509.08233 · pith_short_12: DEBXESNFGY4S · pith_short_16: DEBXESNFGY4S4ECT · pith_short_8: DEBXESNF

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/DEBXESNFGY4S4ECTK34XGSJZXP \
  | 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: 19037249a536392e105356f9734939bbdba7fea4cdc77ce5591fedde81184e6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7408ca7d576e1e6dc438965c98d45257ff491ba58c03dd899b027c6f1806b22f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-10T02:19:56Z",
    "title_canon_sha256": "f065bfddca84c45c4d3002208be20fe45cae761ce8a5c462cec1135ea2198cdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.08233",
    "kind": "arxiv",
    "version": 1
  }
}