Pith Number

pith:47CY66C6

pith:2024:47CY66C6VUNJKCYKINFI6GWLF3

not attested not anchored not stored refs pending

Overcoming the Pitfalls of Vision-Language Model Finetuning for OOD Generalization

Chen Huang, Hanlin Goh, Josh Susskind, Yuhang Zang

arxiv:2401.15914 v2 · 2024-01-29 · cs.CV · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{47CY66C6VUNJKCYKINFI6GWLF3}

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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

From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding

Receipt and verification

First computed	2026-07-05T08:08:20.483823Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7c58f785ead1a950b0a434a8f1acb2ec73810d021750a639525071aaa94a118

Aliases

arxiv: 2401.15914 · arxiv_version: 2401.15914v2 · doi: 10.48550/arxiv.2401.15914 · pith_short_12: 47CY66C6VUNJ · pith_short_16: 47CY66C6VUNJKCYK · pith_short_8: 47CY66C6

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/47CY66C6VUNJKCYKINFI6GWLF3 \
  | 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: e7c58f785ead1a950b0a434a8f1acb2ec73810d021750a639525071aaa94a118

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b2c99506d6ecf47fedc8621efadc4415e235b4f56d35ff386772dd8e4fa6c67",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-29T06:57:48Z",
    "title_canon_sha256": "854c4f972cbd60d51e1969f138e214700644d21f78a79552fe65b70c0d595e3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.15914",
    "kind": "arxiv",
    "version": 2
  }
}