Pith. sign in
Pith Number

pith:ALZWIJTE

pith:2023:ALZWIJTE3K2TMYZK46XPIBZ2KL
not attested not anchored not stored refs pending

Why Is Prompt Tuning for Vision-Language Models Robust to Noisy Labels?

Cheng-En Wu, Haichao Yu, Heng Wang, Linjie Yang, Pedro Morgado, Yu Hen Hu, Yu Tian

arxiv:2307.11978 v1 · 2023-07-22 · cs.CV · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ALZWIJTE3K2TMYZK46XPIBZ2KL}

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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.
Receipt and verification
First computed 2026-07-05T06:33:37.020996Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

02f3642664dab536632ae7aef4073a52f7ae4f513b8ff27624322c904f6e558f

Aliases

arxiv: 2307.11978 · arxiv_version: 2307.11978v1 · doi: 10.48550/arxiv.2307.11978 · pith_short_12: ALZWIJTE3K2T · pith_short_16: ALZWIJTE3K2TMYZK · pith_short_8: ALZWIJTE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ALZWIJTE3K2TMYZK46XPIBZ2KL \
  | 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: 02f3642664dab536632ae7aef4073a52f7ae4f513b8ff27624322c904f6e558f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d8bfe1c2815b80c8e8c69b23cdb63c2a718dfc91ff4d111e304e85315be220b4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-07-22T04:20:30Z",
    "title_canon_sha256": "40002de67eab914aea6c8f0c6c2aae808d71c4ae9928349ddbabf60d87fbd370"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.11978",
    "kind": "arxiv",
    "version": 1
  }
}