Pith Number

pith:LZXFNPJT

pith:2023:LZXFNPJT3LYDAV6H2AWKUGEO5X

not attested not anchored not stored refs pending

Multimodal Federated Learning in Healthcare: a Review

Alina Devkota, Binod Bhattarai, Chaunbo Hu, Jacob Thrasher, Pranav Poudel, Prashnna Gyawali, Prasiddha Siwakotai, Rohit Chivukula

arxiv:2310.09650 v2 · 2023-10-14 · 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{LZXFNPJT3LYDAV6H2AWKUGEO5X}

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

ProMoE-FL: Prototype-conditioned Mixture of Experts for Multimodal Federated Learning with Missing Modalities

Receipt and verification

First computed	2026-07-05T07:49:55.828571Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e6e56bd33daf03057c7d02caa188eedcf1098f2786d207d54ffe61c854fd362

Aliases

arxiv: 2310.09650 · arxiv_version: 2310.09650v2 · doi: 10.48550/arxiv.2310.09650 · pith_short_12: LZXFNPJT3LYD · pith_short_16: LZXFNPJT3LYDAV6H · pith_short_8: LZXFNPJT

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/LZXFNPJT3LYDAV6H2AWKUGEO5X \
  | 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: 5e6e56bd33daf03057c7d02caa188eedcf1098f2786d207d54ffe61c854fd362

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c1444d633ef4f312b87c4eba5889c8a1ac9a73421b9e2adbd3ca3cca1211e70",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-14T19:43:06Z",
    "title_canon_sha256": "bd425326d94d744c4b49f6f5cccdc5320c7149e582b91498c51bfee4be141f75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.09650",
    "kind": "arxiv",
    "version": 2
  }
}