Pith Number

pith:DMWHPMGC

pith:2025:DMWHPMGCQSH45JCOGBFXTVW7U7

not attested not anchored not stored refs pending

Learning to Adapt Frozen CLIP for Few-Shot Test-Time Domain Adaptation

Huan Liu, Konstantinos N Plataniotis, Li Gu, Yanan Wu, Yang Wang, Zhixiang Chi, Ziqiang Wang

arxiv:2506.17307 v1 · 2025-06-18 · cs.LG · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DMWHPMGCQSH45JCOGBFXTVW7U7}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Plug-and-play Class-aware Knowledge Injection for Prompt Learning with Visual-Language Model

Receipt and verification

First computed	2026-07-05T11:25:15.398310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b2c77b0c2848fcea44e304b79d6dfa7e960bc56c7861643a4e598e2f0a9d5db

Aliases

arxiv: 2506.17307 · arxiv_version: 2506.17307v1 · doi: 10.48550/arxiv.2506.17307 · pith_short_12: DMWHPMGCQSH4 · pith_short_16: DMWHPMGCQSH45JCO · pith_short_8: DMWHPMGC

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/DMWHPMGCQSH45JCOGBFXTVW7U7 \
  | 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: 1b2c77b0c2848fcea44e304b79d6dfa7e960bc56c7861643a4e598e2f0a9d5db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6faca9d3acd209851dc2147e4e69b7ef92ef269833b4b1aa5df505c9e6f7361c",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-18T03:49:22Z",
    "title_canon_sha256": "94c0c6f1f2e983c03f185c5b692264cf2a7312ed16b5529056e2481e9b25510b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17307",
    "kind": "arxiv",
    "version": 1
  }
}