Pith Number

pith:77XMKQSJ

pith:2024:77XMKQSJBOPKY4LJSLNFMIH3UU

not attested not anchored not stored refs pending

A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation

Jian Liang, Lijun Sheng, Ran He, Tieniu Tan, Zhengbo Wang, Zilei Wang

arxiv:2402.04087 v1 · 2024-02-06 · cs.CV · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{77XMKQSJBOPKY4LJSLNFMIH3UU}

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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

4 papers in Pith

Beyond False Stability: High-Noise Drift Gating for Test-Time Adversarial Defenses in Vision-Language Models

[CLS] is Not Enough: Multi-Label Recognition via Patch-Level Inference and Adaptive Aggregation

CLIP-SVD: Efficient and Interpretable Vision-Language Adaptation via Singular Values

Multi-View Synergistic Learning with Vision-Language Adaption for Low-Resource Biomedical Image Classification

Receipt and verification

First computed	2026-07-05T07:42:02.821226Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ffeec542490b9eac716992da5620fba53582ad1ef04007eb841f7abd5f23072e

Aliases

arxiv: 2402.04087 · arxiv_version: 2402.04087v1 · doi: 10.48550/arxiv.2402.04087 · pith_short_12: 77XMKQSJBOPK · pith_short_16: 77XMKQSJBOPKY4LJ · pith_short_8: 77XMKQSJ

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/77XMKQSJBOPKY4LJSLNFMIH3UU \
  | 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: ffeec542490b9eac716992da5620fba53582ad1ef04007eb841f7abd5f23072e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a44f6c617981dfb57b74c19df31ebba2dc183d0829bff5b086cfeec4652caf23",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-06T15:45:27Z",
    "title_canon_sha256": "42133b0c17fb8920e37c4bae742708ee94e38652360d8d36b68ab532ae23ecb8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04087",
    "kind": "arxiv",
    "version": 1
  }
}