Pith Number

pith:ZCLDGA3M

pith:2024:ZCLDGA3MIKZY4UNKGXDCWJLAKB

not attested not anchored not stored refs pending

From GPT-4 to Gemini and Beyond: Assessing the Landscape of MLLMs on Generalizability, Trustworthiness and Causality through Four Modalities

Chaochao Lu, Chen Qian, Guodong Zheng, Hongxing Fan, Hongzhi Gao, Jie Zhang, Jing Shao, Jingyi Deng, Jinlan Fu, Kexin Huang, Kunchang Li, Lijun Li, Limin Wang, Lu Sheng, Meiqi Chen, Ming Zhang, Qibing Ren, Sirui Chen, Tao Gui, Wanli Ouyang, Yali Wang, Yan Teng, Yaru Wang, Yinan He, Yingchun Wang, Yi Wang, Yixu Wang, Yongting Zhang, Yujiong Shen, Yu Qiao, Yurong Mou, Yuxi Chen, Zaibin Zhang, Zhelun Shi, Zhenfei Yin, Zhipin Wang

arxiv:2401.15071 v2 · 2024-01-26 · 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{ZCLDGA3MIKZY4UNKGXDCWJLAKB}

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.

Receipt and verification

First computed	2026-07-05T07:38:35.510957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c89633036c42b38e51aa35c62b256050587e04929dfb76e75d5423079771e723

Aliases

arxiv: 2401.15071 · arxiv_version: 2401.15071v2 · doi: 10.48550/arxiv.2401.15071 · pith_short_12: ZCLDGA3MIKZY · pith_short_16: ZCLDGA3MIKZY4UNK · pith_short_8: ZCLDGA3M

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/ZCLDGA3MIKZY4UNKGXDCWJLAKB \
  | 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: c89633036c42b38e51aa35c62b256050587e04929dfb76e75d5423079771e723

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4112cd33ae33ac2219921fc13a922365c0ac8d6ae5b8bf9c920a5b82c004fab7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-26T18:53:03Z",
    "title_canon_sha256": "abfcbcc39e7a3d547f1ec2699f3874f10db82796b85ebd5f4f95237ee16653a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.15071",
    "kind": "arxiv",
    "version": 2
  }
}