Pith Number

pith:U7BTMWWI

pith:2024:U7BTMWWI47NNQYMT4EYSTWMT63

not attested not anchored not stored refs pending

Towards Modality Generalization: A Benchmark and Prospective Analysis

See-kiong Ng, Tat-Seng Chua, Xiaobo Xia, Xiaohao Liu, Zhuo Huang

arxiv:2412.18277 v3 · 2024-12-24 · cs.CV · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U7BTMWWI47NNQYMT4EYSTWMT63}

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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

Sample-efficient Integration of New Modalities into Large Language Models

Receipt and verification

First computed	2026-07-05T11:47:16.982372Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7c3365ac8e7dad86193e13129d993f6f6502d21e5140d4507926b060502d976

Aliases

arxiv: 2412.18277 · arxiv_version: 2412.18277v3 · doi: 10.48550/arxiv.2412.18277 · pith_short_12: U7BTMWWI47NN · pith_short_16: U7BTMWWI47NNQYMT · pith_short_8: U7BTMWWI

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/U7BTMWWI47NNQYMT4EYSTWMT63 \
  | 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: a7c3365ac8e7dad86193e13129d993f6f6502d21e5140d4507926b060502d976

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6f65433c5135964ed350f2e4714bb4f8ce7040ed43206069e04c715eb3127b5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-24T08:38:35Z",
    "title_canon_sha256": "16eea031a2fea42c955ba1cd64f88ccbadeecec99c490ae73ff90bad4fa35769"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18277",
    "kind": "arxiv",
    "version": 3
  }
}