Pith Number

pith:SDBC6BVF

pith:2025:SDBC6BVFQJRD5V2D3DNQVETT2Z

not attested not anchored not stored refs pending

Noisy Test-Time Adaptation in Vision-Language Models

Bo Han, Chentao Cao, Kun Zhang, Tongliang Liu, Yang Liu, Zhanke Zhou, Zhun Zhong

arxiv:2502.14604 v2 · 2025-02-20 · cs.LG

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\usepackage{pith}
\pithnumber{SDBC6BVFQJRD5V2D3DNQVETT2Z}

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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

Dual Distribution Estimation for Zero-shot Noisy Test-Time Adaptation with VLMs

Receipt and verification

First computed	2026-07-05T10:45:17.358302Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90c22f06a582623ed743d8db0a9273d65c1799b5f854bef167adc20cac771af1

Aliases

arxiv: 2502.14604 · arxiv_version: 2502.14604v2 · doi: 10.48550/arxiv.2502.14604 · pith_short_12: SDBC6BVFQJRD · pith_short_16: SDBC6BVFQJRD5V2D · pith_short_8: SDBC6BVF

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/SDBC6BVFQJRD5V2D3DNQVETT2Z \
  | 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: 90c22f06a582623ed743d8db0a9273d65c1799b5f854bef167adc20cac771af1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13535deae0b78f700c59ddf78f1bee528cdc813118061cc656c69e5da182a2e6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-20T14:37:53Z",
    "title_canon_sha256": "285257a7c939cf06e70aa54929ef0f9bd7d5efeeab6b33358b38950f9a697924"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14604",
    "kind": "arxiv",
    "version": 2
  }
}