Pith Number

pith:NI2XYUP3

pith:2022:NI2XYUP3KRZ3YAC7VQDA6NIQ6Z

not attested not anchored not stored refs pending

Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language Models

Anima Anandkumar, Chaowei Xiao, De-An Huang, Manli Shu, Tom Goldstein, Weili Nie, Zhiding Yu

arxiv:2209.07511 v1 · 2022-09-15 · cs.CV

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\usepackage{pith}
\pithnumber{NI2XYUP3KRZ3YAC7VQDA6NIQ6Z}

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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

3 papers in Pith

BioVLM: Routing Prompts, Not Parameters, for Cross-Modality Generalization in Biomedical VLMs

Majorization-Guided Test-Time Adaptation for Vision-Language Models under Modality-Specific Shift

Rethinking the Need for Source Models: Source-Free Domain Adaptation from Scratch Guided by a Vision-Language Model

Receipt and verification

First computed	2026-07-05T04:57:59.385227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a357c51fb5473bc005fac060f3510f6670afdf27fe52f895f30b84ed38b8943

Aliases

arxiv: 2209.07511 · arxiv_version: 2209.07511v1 · doi: 10.48550/arxiv.2209.07511 · pith_short_12: NI2XYUP3KRZ3 · pith_short_16: NI2XYUP3KRZ3YAC7 · pith_short_8: NI2XYUP3

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/NI2XYUP3KRZ3YAC7VQDA6NIQ6Z \
  | 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: 6a357c51fb5473bc005fac060f3510f6670afdf27fe52f895f30b84ed38b8943

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86afbada7c3cf0ff22e46ffd91b405ea4ba9cb155164ac3b0ab461a466058d04",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-09-15T17:55:11Z",
    "title_canon_sha256": "25e990427c0c07f3a48b5e8af98a51d54688afab2a93a54832617f0c29ab4e8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.07511",
    "kind": "arxiv",
    "version": 1
  }
}