Pith Number

pith:V6GQEA6R

pith:2024:V6GQEA6RCFWXD3YZZHI7BHCNH2

not attested not anchored not stored refs pending

Federated Learning in Practice: Reflections and Projections

Daniel Ramage, H. Brendan McMahan, Hubert Eichner, Katharine Daly, Peter Kairouz, Zheng Xu

arxiv:2410.08892 v2 · 2024-10-11 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V6GQEA6RCFWXD3YZZHI7BHCNH2}

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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

On Hyperparameters and Backdoor-Resistance in Horizontal Federated Learning

Receipt and verification

First computed	2026-07-05T10:22:52.034694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af8d0203d1116d71ef19c9d1f09c4d3ebc23ee186a8c2a5175e888494d9bef7c

Aliases

arxiv: 2410.08892 · arxiv_version: 2410.08892v2 · doi: 10.48550/arxiv.2410.08892 · pith_short_12: V6GQEA6RCFWX · pith_short_16: V6GQEA6RCFWXD3YZ · pith_short_8: V6GQEA6R

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/V6GQEA6RCFWXD3YZZHI7BHCNH2 \
  | 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: af8d0203d1116d71ef19c9d1f09c4d3ebc23ee186a8c2a5175e888494d9bef7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "328cfef814e4b2c530edc1d38511c51e783a2464dd6f93619b2256e17b371c1b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-11T15:10:38Z",
    "title_canon_sha256": "899f7644898828cf0fe043417bf91b55f853aea33be408b45c4570389fe0558a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.08892",
    "kind": "arxiv",
    "version": 2
  }
}