Pith Number

pith:6SY26GUG

pith:2021:6SY26GUGESZMUM3EEHLBWNCTQJ

not attested not anchored not stored refs pending

Federated Evaluation and Tuning for On-Device Personalization: System Design & Applications

Abhishek Bhowmick, \'Aine Cahill, Andrew Byde, Chi Wai Lau, Chris Vandevelde, Dominic Hughes, Dominic Telaar, Fei Dong, Filip Granqvist, Gaurav Kapoor, Henry Mason, Joris Kluivers, Julien Freudiger, Luke Carlson, Matthias Paulik, Matt Seigel, Omid Javidbakht, Rehan Rishi, Rogier Van Dalen, Si Beaumont, Stanley Hung, Sudeep Agarwal

arxiv:2102.08503 v1 · 2021-02-16 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6SY26GUGESZMUM3EEHLBWNCTQJ}

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

3 papers in Pith

Totoro$^+$: An Adaptive and Scalable Edge Federated Learning System

Statistical Limits and Efficient Algorithms for Differentially Private Federated Learning

SecureAFL: Secure Asynchronous Federated Learning

Receipt and verification

First computed	2026-07-05T02:16:03.784811Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4b1af1a8624b2ca336421d61b3453825cf33436b41bce08ed7b571a823220c4

Aliases

arxiv: 2102.08503 · arxiv_version: 2102.08503v1 · doi: 10.48550/arxiv.2102.08503 · pith_short_12: 6SY26GUGESZM · pith_short_16: 6SY26GUGESZMUM3E · pith_short_8: 6SY26GUG

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/6SY26GUGESZMUM3EEHLBWNCTQJ \
  | 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: f4b1af1a8624b2ca336421d61b3453825cf33436b41bce08ed7b571a823220c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6415090f87f991b5dbf40b50363c026f561cbc77b90830751dd9963af0aa2bf",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-16T23:57:20Z",
    "title_canon_sha256": "0140123041ebf64f1c9b2b9dc409aa6b9fe11537b23d64b0807d0eeb00a8bd44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.08503",
    "kind": "arxiv",
    "version": 1
  }
}