Pith Number

pith:IUVGKKZR

pith:2023:IUVGKKZRWFFEQ4POMY34ZXAFPD

not attested not anchored not stored refs pending

EASTER: Embedding Aggregation-based Heterogeneous Models Training in Vertical Federated Learning

Bin Xiao, Jing Yu, Keke Gai, Kim-Kwang Raymond Choo, Liehuang Zhu, Shuo Wang

arxiv:2310.13367 v3 · 2023-10-20 · cs.LG · cs.AI · cs.DC

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\usepackage{pith}
\pithnumber{IUVGKKZRWFFEQ4POMY34ZXAFPD}

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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

FedADP: Unified Model Aggregation for Federated Learning with Heterogeneous Model Architectures

Receipt and verification

First computed	2026-07-05T11:37:07.088909Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

452a652b31b14a4871ee6637ccdc0578ffc56877d194d1c3b778f9f21289b745

Aliases

arxiv: 2310.13367 · arxiv_version: 2310.13367v3 · doi: 10.48550/arxiv.2310.13367 · pith_short_12: IUVGKKZRWFFE · pith_short_16: IUVGKKZRWFFEQ4PO · pith_short_8: IUVGKKZR

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/IUVGKKZRWFFEQ4POMY34ZXAFPD \
  | 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: 452a652b31b14a4871ee6637ccdc0578ffc56877d194d1c3b778f9f21289b745

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c99cd5f504687afcbcfcc0d26f07d6601fa49d38f9204476effe6f3ea627efc2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-20T09:22:51Z",
    "title_canon_sha256": "4e970bea229814382b80ae0d917a4bc3b40e593a4dab333741bd247b3539c7d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.13367",
    "kind": "arxiv",
    "version": 3
  }
}