Pith Number

pith:HCZITNQ2

pith:2023:HCZITNQ2OKFKFOFTXEJK5OXI7A

not attested not anchored not stored refs pending

Benchmarking FedAvg and FedCurv for Image Classification Tasks

Bruno Casella, Carlo Cavazzoni, Marco Aldinucci, Roberto Esposito

arxiv:2303.17942 v1 · 2023-03-31 · cs.LG · cs.CV · 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{HCZITNQ2OKFKFOFTXEJK5OXI7A}

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 Heterogeneous Data and Adaptive Dropout

Receipt and verification

First computed	2026-07-05T05:56:48.058883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38b289b61a728aa2b8b3b912aebae8f82f39862b16abd35ec962fc4608105515

Aliases

arxiv: 2303.17942 · arxiv_version: 2303.17942v1 · doi: 10.48550/arxiv.2303.17942 · pith_short_12: HCZITNQ2OKFK · pith_short_16: HCZITNQ2OKFKFOFT · pith_short_8: HCZITNQ2

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/HCZITNQ2OKFKFOFTXEJK5OXI7A \
  | 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: 38b289b61a728aa2b8b3b912aebae8f82f39862b16abd35ec962fc4608105515

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0bc12bdff651708822095cc5344a9ac33394e8eeef928b70d880d9fc0118b915",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-31T10:13:01Z",
    "title_canon_sha256": "6be0f2bb84c3db9ec5dae960a7539672639854f61a8bcb84bc966d4343113e74"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.17942",
    "kind": "arxiv",
    "version": 1
  }
}