Pith Number

pith:FIDMIGWH

pith:2024:FIDMIGWH7VDXIEZXFWMBLNZ3GD

not attested not anchored not stored refs pending

Candidate Pseudolabel Learning: Enhancing Vision-Language Models by Prompt Tuning with Unlabeled Data

Feng Liu, Jiahan Zhang, Lei Feng, Qi Wei

arxiv:2406.10502 v1 · 2024-06-15 · cs.LG · cs.AI · cs.CV

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\usepackage{pith}
\pithnumber{FIDMIGWH7VDXIEZXFWMBLNZ3GD}

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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

Holistic Optimal Label Selection for Robust Prompt Learning under Partial Labels

Receipt and verification

First computed	2026-07-05T08:32:17.488484Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a06c41ac7fd477413372d9815b73b30fffdbb7c6873d901fc013899b3760e86

Aliases

arxiv: 2406.10502 · arxiv_version: 2406.10502v1 · doi: 10.48550/arxiv.2406.10502 · pith_short_12: FIDMIGWH7VDX · pith_short_16: FIDMIGWH7VDXIEZX · pith_short_8: FIDMIGWH

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/FIDMIGWH7VDXIEZXFWMBLNZ3GD \
  | 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: 2a06c41ac7fd477413372d9815b73b30fffdbb7c6873d901fc013899b3760e86

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99afd7a1cff21b9e02897be486d481812f6794172864196b98b699daeb96b5f7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-15T04:50:20Z",
    "title_canon_sha256": "f14fdfd8269ee5a6c2935cb5472abd79a4681c358a78311477b725da31f86a3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.10502",
    "kind": "arxiv",
    "version": 1
  }
}