Pith Number

pith:YSXLTWJA

pith:2024:YSXLTWJA3PCALP5DHTGKAPUP44

not attested not anchored not stored refs pending

An Architecture Built for Federated Learning: Addressing Data Heterogeneity through Adaptive Normalization-Free Feature Recalibration

Giacomo Tarroni, Jonathan Passerat-Palmbach, Vasilis Siomos

arxiv:2410.02006 v2 · 2024-10-02 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YSXLTWJA3PCALP5DHTGKAPUP44}

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	2026-07-05T12:06:02.166762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4aeb9d920dbc405bfa33ccca03e8fe70d2087f2f668fb8038e8d23273b2b1c6

Aliases

arxiv: 2410.02006 · arxiv_version: 2410.02006v2 · doi: 10.48550/arxiv.2410.02006 · pith_short_12: YSXLTWJA3PCA · pith_short_16: YSXLTWJA3PCALP5D · pith_short_8: YSXLTWJA

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/YSXLTWJA3PCALP5DHTGKAPUP44 \
  | 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: c4aeb9d920dbc405bfa33ccca03e8fe70d2087f2f668fb8038e8d23273b2b1c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4513e50b0d392b9eab5164f0a041e372c9a9d2e574192fb06fb5b1bfe49691a5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T20:16:56Z",
    "title_canon_sha256": "3b34ad1337e4e42953945a6b9498b31a894b1b49b07b12cc3847889172f42061"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02006",
    "kind": "arxiv",
    "version": 2
  }
}