Pith Number

pith:P7ZFSW6Y

pith:2024:P7ZFSW6Y7MLA6EHPY4Y7W3QTUZ

not attested not anchored not stored refs pending

Efficient Test-Time Prompt Tuning for Vision-Language Models

Chen Xu, Gangshan Wu, Guozhen Zhang, Haocheng Shen, Limin Wang, Xiaoxin Chen, Yuhan Zhu

arxiv:2408.05775 v1 · 2024-08-11 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P7ZFSW6Y7MLA6EHPY4Y7W3QTUZ}

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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

3 papers in Pith

Backpropagation-Free Test-Time Adaptation via Probabilistic Gaussian Alignment

Improving Calibration in Test-Time Prompt Tuning for Vision-Language Models via Data-Free Flatness-Aware Prompt Pretraining

Learning Inference Concurrency in DynamicGate MLP Structural and Mathematical Justification

Receipt and verification

First computed	2026-07-05T08:54:24.902005Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ff2595bd8fb160f10efc731fb6e13a651432a4e70afbc5f8618f5f3df0b604c

Aliases

arxiv: 2408.05775 · arxiv_version: 2408.05775v1 · doi: 10.48550/arxiv.2408.05775 · pith_short_12: P7ZFSW6Y7MLA · pith_short_16: P7ZFSW6Y7MLA6EHP · pith_short_8: P7ZFSW6Y

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/P7ZFSW6Y7MLA6EHPY4Y7W3QTUZ \
  | 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: 7ff2595bd8fb160f10efc731fb6e13a651432a4e70afbc5f8618f5f3df0b604c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a968d578285195b4e0b93796eab25f53a071d031d22b2405bbfbd8399b33ed0e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-08-11T13:55:58Z",
    "title_canon_sha256": "c8df3304045a7666b120c002501e23a88c24d0ad9d896c125efc04b6c74797f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.05775",
    "kind": "arxiv",
    "version": 1
  }
}