Pith Number

pith:MAU2RNKB

pith:2026:MAU2RNKBCXBNB73G7PCVGP4TK4

not attested not anchored not stored refs pending

Multi-Level Analyzation of Imbalance to Resolve Non-IID-Ness in Federated Learning

Haengbok Chung, Jae Sung Lee

arxiv:2606.10250 v1 · 2026-06-08 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MAU2RNKBCXBNB73G7PCVGP4TK4}

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	2026-06-10T01:09:02.468925Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6029a8b54115c2d0ff66fbc5533f935727e96e8c8f032ee272c8966595720ea7

Aliases

arxiv: 2606.10250 · arxiv_version: 2606.10250v1 · doi: 10.48550/arxiv.2606.10250 · pith_short_12: MAU2RNKBCXBN · pith_short_16: MAU2RNKBCXBNB73G · pith_short_8: MAU2RNKB

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/MAU2RNKBCXBNB73G7PCVGP4TK4 \
  | 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: 6029a8b54115c2d0ff66fbc5533f935727e96e8c8f032ee272c8966595720ea7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c0b290002269d5cf6bb1f5d05138ed4d3478a15680ef7828a7423f937b325c7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-08T23:36:29Z",
    "title_canon_sha256": "0deba4217c06cd741518417226493e7baa1d461dac77b796eebcf2e03958ccc2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10250",
    "kind": "arxiv",
    "version": 1
  }
}