Pith Number

pith:4QNQLK6R

pith:2023:4QNQLK6RKB7CVPDXCJE6UWGPXX

not attested not anchored not stored refs pending

FedMFS: Federated Multimodal Fusion Learning with Selective Modality Communication

Christopher G. Brinton, Dong-Jun Han, Liangqi Yuan, Stanislaw H. \.Zak, Vishnu Pandi Chellapandi

arxiv:2310.07048 v4 · 2023-10-10 · cs.LG · cs.DC · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4QNQLK6RKB7CVPDXCJE6UWGPXX}

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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

Boosting Multimodal Federated Learning via Chained Modality Optimization

Receipt and verification

First computed	2026-07-05T08:56:57.416869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e41b05abd1507e2abc771249ea58cfbdd772415c2b08f74e7a80868a13739375

Aliases

arxiv: 2310.07048 · arxiv_version: 2310.07048v4 · doi: 10.48550/arxiv.2310.07048 · pith_short_12: 4QNQLK6RKB7C · pith_short_16: 4QNQLK6RKB7CVPDX · pith_short_8: 4QNQLK6R

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/4QNQLK6RKB7CVPDXCJE6UWGPXX \
  | 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: e41b05abd1507e2abc771249ea58cfbdd772415c2b08f74e7a80868a13739375

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d5009c144a178bd700131201706a1b7776fe79204432ff45a1f29f3bca36ee6",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-10T22:23:27Z",
    "title_canon_sha256": "f119fc3db41eabbdfbc841fb18f014bdb5c4b25ee9cea5f58c6ff8bad7cfdf33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.07048",
    "kind": "arxiv",
    "version": 4
  }
}