Pith Number

pith:MIVX67TZ

pith:2022:MIVX67TZG2NBVBZ47WYB2TPSOZ

not attested not anchored not stored refs pending

Improving Zero-shot Generalization and Robustness of Multi-modal Models

Andrew Gallagher, Balaji Lakshminarayanan, Hartwig Adam, Jiaping Zhao, Jie Ren, Laurent Itti, Ming-Hsuan Yang, Yunhao Ge, Yuxiao Wang

arxiv:2212.01758 v2 · 2022-12-04 · 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{MIVX67TZG2NBVBZ47WYB2TPSOZ}

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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

DesignCLIP: Multimodal Learning with CLIP for Design Patent Understanding

Receipt and verification

First computed	2026-07-05T06:13:54.015009Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

622b7f7e79369a1a873cfdb01d4df2766e0fa1433b2743d7367e669d809eecf0

Aliases

arxiv: 2212.01758 · arxiv_version: 2212.01758v2 · doi: 10.48550/arxiv.2212.01758 · pith_short_12: MIVX67TZG2NB · pith_short_16: MIVX67TZG2NBVBZ4 · pith_short_8: MIVX67TZ

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/MIVX67TZG2NBVBZ47WYB2TPSOZ \
  | 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: 622b7f7e79369a1a873cfdb01d4df2766e0fa1433b2743d7367e669d809eecf0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5975f9517ce5fa61220713456ea602fb65f572153592b5be89080cca2a3068db",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-04T07:26:24Z",
    "title_canon_sha256": "dacce094c7683eb429c9379d2d4e39e72a61d568a2ad898ca892473e605cf147"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.01758",
    "kind": "arxiv",
    "version": 2
  }
}