Pith Number

pith:BXRYXEJ7

pith:2023:BXRYXEJ72CQKASXOI6Z7GXWNPG

not attested not anchored not stored refs pending

HyperFed: Hyperbolic Prototypes Exploration with Consistent Aggregation for Non-IID Data in Federated Learning

Chaochao Chen, Huabin Zhu, Jun Wang, Pengyang Zhou, Weiming Liu, Xinting Liao, Yanchao Tan, Yue Qi

arxiv:2307.14384 v1 · 2023-07-26 · 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{BXRYXEJ72CQKASXOI6Z7GXWNPG}

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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

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

Receipt and verification

First computed	2026-07-05T06:35:12.434512Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0de38b913fd0a0a04aee47b3f35ecd79b58fbf79bbca2e6a9882d40001357c14

Aliases

arxiv: 2307.14384 · arxiv_version: 2307.14384v1 · doi: 10.48550/arxiv.2307.14384 · pith_short_12: BXRYXEJ72CQK · pith_short_16: BXRYXEJ72CQKASXO · pith_short_8: BXRYXEJ7

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/BXRYXEJ72CQKASXOI6Z7GXWNPG \
  | 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: 0de38b913fd0a0a04aee47b3f35ecd79b58fbf79bbca2e6a9882d40001357c14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aaa5400b8cb5ed4fa139947fa3f0d33b917f6fd98a5087c1764ab214be7f4365",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-26T02:43:38Z",
    "title_canon_sha256": "ecda93a26977854f677991be914915b99e551a88d70d0c33cd0205db7ce56605"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.14384",
    "kind": "arxiv",
    "version": 1
  }
}