Pith Number

pith:OFVGI5TX

pith:2024:OFVGI5TXBPEJ5DTKIOOZN2JFUI

not attested not anchored not stored refs pending

Towards Federated Learning with On-device Training and Communication in 8-bit Floating Point

Axel Berg, Bokun Wang, Chuteng Zhou, Durmus Alp Emre Acar

arxiv:2407.02610 v2 · 2024-07-02 · cs.LG · 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{OFVGI5TXBPEJ5DTKIOOZN2JFUI}

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	2026-07-05T11:45:28.328698Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

716a6476770bc89e8e6a439d96e925a211abbda4d5e78621de46221146e5d151

Aliases

arxiv: 2407.02610 · arxiv_version: 2407.02610v2 · doi: 10.48550/arxiv.2407.02610 · pith_short_12: OFVGI5TXBPEJ · pith_short_16: OFVGI5TXBPEJ5DTK · pith_short_8: OFVGI5TX

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/OFVGI5TXBPEJ5DTKIOOZN2JFUI \
  | 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: 716a6476770bc89e8e6a439d96e925a211abbda4d5e78621de46221146e5d151

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "406974ca2532581828c6d5d1fb24f01f39feff609454f474a06ed9c65a4c780d",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-02T18:55:58Z",
    "title_canon_sha256": "447f6e23c5c699ff97fd6664369501c03c11dcd3c420e13c0f6f1deeb8ba59cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.02610",
    "kind": "arxiv",
    "version": 2
  }
}