Pith Number

pith:7GDPY2V6

pith:2026:7GDPY2V6WBXV5TV3O5P4RPFJZQ

not attested not anchored not stored refs pending

What Drives Test-Time Adaptation for CLIP? A Controlled Empirical Study from an Update Perspective

Jiazhen Huang, Jingyan Jiang, Xiao Chen, Yaru Sun, Zhiming Liu, Zhi Wang

arxiv:2606.14299 v2 · 2026-06-12 · cs.CV · 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{7GDPY2V6WBXV5TV3O5P4RPFJZQ}

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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

Respect Your Zero-Shot Uncertainty: Conservative Calibration for Test-Time-Adapted Vision-Language Models

Receipt and verification

First computed	2026-08-07T01:36:40.180640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f986fc6abeb06f5ecebb775fc8bca9cc02c96a9a1b25e9a108d940b4eee44773

Aliases

arxiv: 2606.14299 · arxiv_version: 2606.14299v2 · doi: 10.48550/arxiv.2606.14299 · pith_short_12: 7GDPY2V6WBXV · pith_short_16: 7GDPY2V6WBXV5TV3 · pith_short_8: 7GDPY2V6

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/7GDPY2V6WBXV5TV3O5P4RPFJZQ \
  | 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: f986fc6abeb06f5ecebb775fc8bca9cc02c96a9a1b25e9a108d940b4eee44773

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fa6c76f14e3132d70747830a5a84bac5cf8ab2668f3c1a58f2d07eab70623e1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-06-12T09:35:28Z",
    "title_canon_sha256": "b3a55604a883d55da5bba79c20ce49ff7cbc9cda026ec73eea0dc813863fcae0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.14299",
    "kind": "arxiv",
    "version": 2
  }
}