Pith Number

pith:S2FED67D

pith:2025:S2FED67DB7VRDOLBPNA6NW6PPY

not attested not anchored not stored refs pending

Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption

Kazuki Adachi, Shin'ya Yamaguchi, Tomoki Hamagami

arxiv:2505.12912 v1 · 2025-05-19 · cs.CV

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\usepackage{pith}
\pithnumber{S2FED67DB7VRDOLBPNA6NW6PPY}

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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

Adapting Vision-Language Models Without Labels: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T11:05:11.726962Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

968a41fbe30feb11b9617b41e6dbcf7e19c54c9a91dae7b46f1c68cbb134b875

Aliases

arxiv: 2505.12912 · arxiv_version: 2505.12912v1 · doi: 10.48550/arxiv.2505.12912 · pith_short_12: S2FED67DB7VR · pith_short_16: S2FED67DB7VRDOLB · pith_short_8: S2FED67D

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/S2FED67DB7VRDOLBPNA6NW6PPY \
  | 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: 968a41fbe30feb11b9617b41e6dbcf7e19c54c9a91dae7b46f1c68cbb134b875

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6102880e80fce2a870af3c7e99d6cfe50249bc257d7e5bcb1f94916a8265cdb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-19T09:47:46Z",
    "title_canon_sha256": "b41be73d136d8d0fc5b3a00043cb3824f3e07d8abe1869e15d2e6ad8904a0376"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12912",
    "kind": "arxiv",
    "version": 1
  }
}