Pith Number

pith:L6VPSHZC

pith:2025:L6VPSHZC7FG7J2HHLDZ67F4UF4

not attested not anchored not stored refs pending

Tackling Data Heterogeneity in Federated Learning through Knowledge Distillation with Inequitable Aggregation

Xing Ma

arxiv:2506.20431 v1 · 2025-06-25 · 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{L6VPSHZC7FG7J2HHLDZ67F4UF4}

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	2026-07-05T11:27:05.354541Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5faaf91f22f94df4e8e758f3ef97942f14bf9811e6863e1f0ef2a462a11a6b4c

Aliases

arxiv: 2506.20431 · arxiv_version: 2506.20431v1 · doi: 10.48550/arxiv.2506.20431 · pith_short_12: L6VPSHZC7FG7 · pith_short_16: L6VPSHZC7FG7J2HH · pith_short_8: L6VPSHZC

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/L6VPSHZC7FG7J2HHLDZ67F4UF4 \
  | 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: 5faaf91f22f94df4e8e758f3ef97942f14bf9811e6863e1f0ef2a462a11a6b4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ca5662b505bd36f0405c3d18ee88b1e3d355522021f8a1f9b9bd43235a1cd23",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-25T13:42:30Z",
    "title_canon_sha256": "f76d76ac34424097ecc5414b731f2dcb738d61618eee4505c04ee5bf1a9b843d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.20431",
    "kind": "arxiv",
    "version": 1
  }
}