Pith Number

pith:53F7TGPW

pith:2024:53F7TGPWVJV7Q5NBOUDMZHFRAT

not attested not anchored not stored refs pending

Towards Robust Federated Learning via Logits Calibration on Non-IID Data

Apurba Adhikary, Chaoning Zhang, Choong Seon Hong, Yu Qiao

arxiv:2403.02803 v1 · 2024-03-05 · 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{53F7TGPWVJV7Q5NBOUDMZHFRAT}

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

Non-IID data in Federated Learning: A Survey with Taxonomy, Metrics, Methods, Frameworks and Future Directions

Receipt and verification

First computed	2026-07-05T07:52:22.698523Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eecbf999f6aa6bf875a17506cc9cb104e667a6e624cb6118cdcd2b948bd77fd8

Aliases

arxiv: 2403.02803 · arxiv_version: 2403.02803v1 · doi: 10.48550/arxiv.2403.02803 · pith_short_12: 53F7TGPWVJV7 · pith_short_16: 53F7TGPWVJV7Q5NB · pith_short_8: 53F7TGPW

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/53F7TGPWVJV7Q5NBOUDMZHFRAT \
  | 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: eecbf999f6aa6bf875a17506cc9cb104e667a6e624cb6118cdcd2b948bd77fd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c37d75d4fe090227da7d88b0764882847fa04446cdb2035aeb91854edff21602",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-05T09:18:29Z",
    "title_canon_sha256": "f1a1055576ab64d4aebbae5c87d23c3c6a12a7776c9e8df3d7abe1c6b19b03eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02803",
    "kind": "arxiv",
    "version": 1
  }
}