Pith Number

pith:FICMNG3V

pith:2025:FICMNG3V7SRBUTVODH2ZW5FO7X

not attested not anchored not stored refs pending

Bayesian Test-Time Adaptation for Vision-Language Models

Hongbin Liu, Lei Deng, Lihua Zhou, Mao Ye, Nianxin Li, Shuaifeng Li, Xiatian Zhu, Zhen Lei

arxiv:2503.09248 v2 · 2025-03-12 · cs.CV

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\usepackage{pith}
\pithnumber{FICMNG3V7SRBUTVODH2ZW5FO7X}

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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

ComMem: Complementary Memory Systems for Test-Time Adaptation of Vision-Language Models

Receipt and verification

First computed	2026-07-05T10:32:41.196868Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a04c69b75fca21a4eae19f59b74aefddfd403717dcb96074d44e877d5446ff0

Aliases

arxiv: 2503.09248 · arxiv_version: 2503.09248v2 · doi: 10.48550/arxiv.2503.09248 · pith_short_12: FICMNG3V7SRB · pith_short_16: FICMNG3V7SRBUTVO · pith_short_8: FICMNG3V

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/FICMNG3V7SRBUTVODH2ZW5FO7X \
  | 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: 2a04c69b75fca21a4eae19f59b74aefddfd403717dcb96074d44e877d5446ff0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ba2ce548fda0d9a009d350fee2de4d2511a8a74819523522254e8bb2bb66a1e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-12T10:42:11Z",
    "title_canon_sha256": "4c90eccb3bb1dd55246ae708bd5698dae1112af9271fbec85f4d89373270654e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09248",
    "kind": "arxiv",
    "version": 2
  }
}