Pith Number

pith:CJZGWNA3

pith:2024:CJZGWNA35G37IIGFZWBSLYJXIP

not attested not anchored not stored refs pending

Efficient Multimodal Learning from Data-centric Perspective

Boya Wu, Bo Zhao, Jianhao Yuan, Muyang He, Tiejun Huang, Yexin Liu, Yueze Wang

arxiv:2402.11530 v3 · 2024-02-18 · cs.CV

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\usepackage{pith}
\pithnumber{CJZGWNA35G37IIGFZWBSLYJXIP}

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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

14 papers in Pith

HPP: Hierarchical Programmatic Probing for Long Video Understanding by Decoupling Perception and Reasoning

Bridging the Modality Gap in Forensic Image Retrieval

Task-Aware Structured Memory for Dynamic Multi-modal In-Context Learning

Extending Embodied Question Answering from Perception to Decision

Reducing Object Hallucination in LVLMs via Emphasizing Image-negative Tokens

Receipt and verification

First computed	2026-07-05T08:46:53.268249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12726b341be9b7f420c5cd8325e13743c63b4dca170c65abc795a5f22fa58f2a

Aliases

arxiv: 2402.11530 · arxiv_version: 2402.11530v3 · doi: 10.48550/arxiv.2402.11530 · pith_short_12: CJZGWNA35G37 · pith_short_16: CJZGWNA35G37IIGF · pith_short_8: CJZGWNA3

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/CJZGWNA35G37IIGFZWBSLYJXIP \
  | 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: 12726b341be9b7f420c5cd8325e13743c63b4dca170c65abc795a5f22fa58f2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd13aa3548e2b75afa2331929534e7624354d20707c72c7dcc4650d26bb8684a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-18T10:09:10Z",
    "title_canon_sha256": "b2d6ece05912f9f741fb9846eee6a5ae8d29a786546106e375c567dd92a9b0b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11530",
    "kind": "arxiv",
    "version": 3
  }
}