Pith Number

pith:KO4DSJH3

pith:2024:KO4DSJH3IORKR5B5GKGQHZY4N3

not attested not anchored not stored refs pending

FedMLLM: Federated Fine-tuning MLLM on Multimodal Heterogeneity Data

Basura Fernando, Binqian Xu, Guosen Xie, Haiyang Mei, Jinhui Tang, Xiangbo Shu

arxiv:2411.14717 v2 · 2024-11-22 · cs.LG · cs.CL · 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{KO4DSJH3IORKR5B5GKGQHZY4N3}

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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

Filter-And-Refine: A MLLM Based Cascade System for Industrial-Scale Video Content Moderation

Receipt and verification

First computed	2026-07-05T10:26:41.628857Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53b83924fb43a2a8f43d328d03e71c6ef37d8864e44096b5097a45c56c5fc9ed

Aliases

arxiv: 2411.14717 · arxiv_version: 2411.14717v2 · doi: 10.48550/arxiv.2411.14717 · pith_short_12: KO4DSJH3IORK · pith_short_16: KO4DSJH3IORKR5B5 · pith_short_8: KO4DSJH3

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/KO4DSJH3IORKR5B5GKGQHZY4N3 \
  | 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: 53b83924fb43a2a8f43d328d03e71c6ef37d8864e44096b5097a45c56c5fc9ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bbd8cf6a4fecc3c93784bb405807f9062e963ba73c24d7d9548a900b792b9a46",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-22T04:09:23Z",
    "title_canon_sha256": "9745304a0a30ac11300503c345af507e58280f6b22e97bda48e58314de7dc2cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14717",
    "kind": "arxiv",
    "version": 2
  }
}