Pith Number

pith:IWR2AEPZ

pith:2024:IWR2AEPZNGHCQDMWDZR4ITWQ7L

not attested not anchored not stored refs pending

Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning

BinBin Hu, Huajun Chen, Lingbing Guo, Wen Zhang, Yajing Xu, Yichi Zhang, Zhuo Chen, Ziqi Liu

arxiv:2405.16869 v4 · 2024-05-27 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IWR2AEPZNGHCQDMWDZR4ITWQ7L}

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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

2 papers in Pith

Tackling Multimodal Learning Challenges with Mixture-of-Expert: A Survey

LIMSSR: LLM-Driven Sequence-to-Score Reasoning under Training-Time Incomplete Multimodal Observations

Receipt and verification

First computed	2026-07-05T10:45:08.457632Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45a3a011f9698e280d961e63c44ed0fae8300d68455b71227040ec2f341b4076

Aliases

arxiv: 2405.16869 · arxiv_version: 2405.16869v4 · doi: 10.48550/arxiv.2405.16869 · pith_short_12: IWR2AEPZNGHC · pith_short_16: IWR2AEPZNGHCQDMW · pith_short_8: IWR2AEPZ

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/IWR2AEPZNGHCQDMWDZR4ITWQ7L \
  | 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: 45a3a011f9698e280d961e63c44ed0fae8300d68455b71227040ec2f341b4076

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12ca63fe490834b0d7ba5d763db695735ea6ad079d9c82d9858d947f013f8535",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-05-27T06:36:17Z",
    "title_canon_sha256": "6a94313e6a7810bbae4c319bbf815497a392226e1e61c24c52929cb13e3fa893"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16869",
    "kind": "arxiv",
    "version": 4
  }
}