Pith Number

pith:IEK3GQGO

pith:2025:IEK3GQGOY27LFOPFOVBQK53UYO

not attested not anchored not stored refs pending

GS-Bias: Global-Spatial Bias Learner for Single-Image Test-Time Adaptation of Vision-Language Models

Fei Chao, Jingjing Xie, Rongrong Ji, Yuxin Zhang, Zhaohong Huang

arxiv:2507.11969 v1 · 2025-07-16 · cs.CV

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\usepackage{pith}
\pithnumber{IEK3GQGOY27LFOPFOVBQK53UYO}

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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

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization

Receipt and verification

First computed	2026-07-05T11:38:12.062323Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4115b340cec6beb2b9e57543057774c3acad19f2c0c1b346935e916112857af9

Aliases

arxiv: 2507.11969 · arxiv_version: 2507.11969v1 · doi: 10.48550/arxiv.2507.11969 · pith_short_12: IEK3GQGOY27L · pith_short_16: IEK3GQGOY27LFOPF · pith_short_8: IEK3GQGO

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/IEK3GQGOY27LFOPFOVBQK53UYO \
  | 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: 4115b340cec6beb2b9e57543057774c3acad19f2c0c1b346935e916112857af9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43bafb9b430e571351d5af3547dc0eaaee02c2ccda910ec8209115989549c6a4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-16T07:02:45Z",
    "title_canon_sha256": "4bd6be51a93b5036798364281dfa9f32f777b61949db929b878fae47b3329d48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.11969",
    "kind": "arxiv",
    "version": 1
  }
}