Pith Number

pith:NT2QTE4A

pith:2024:NT2QTE4AMRWXEXV7IG3NZE3QAI

not attested not anchored not stored refs pending

Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models

Elaine Sui, Serena Yeung-Levy, Xiaohan Wang

arxiv:2403.12952 v2 · 2024-03-19 · cs.CV · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NT2QTE4AMRWXEXV7IG3NZE3QAI}

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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

Drift-Augmented Scoring: Text-Derived Noise Robustness for Zero-Shot Audio-Language Classification

Receipt and verification

First computed	2026-07-05T09:47:29.138029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6cf5099380646d725ebf41b6dc937002073ad1907a64c6a60cbaecc7f0ba5690

Aliases

arxiv: 2403.12952 · arxiv_version: 2403.12952v2 · doi: 10.48550/arxiv.2403.12952 · pith_short_12: NT2QTE4AMRWX · pith_short_16: NT2QTE4AMRWXEXV7 · pith_short_8: NT2QTE4A

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/NT2QTE4AMRWXEXV7IG3NZE3QAI \
  | 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: 6cf5099380646d725ebf41b6dc937002073ad1907a64c6a60cbaecc7f0ba5690

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a36dc627c08ebdf50816ae47caece48dca427c45544865b21177655566ca031c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-19T17:54:34Z",
    "title_canon_sha256": "ec2c1f1a0f88b0259f45e9b0b721e019ace5c9611c2f44a86dfbeb742309f803"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.12952",
    "kind": "arxiv",
    "version": 2
  }
}