Pith Number

pith:N23FZPJ3

pith:2024:N23FZPJ3REHYNFUG3X5DSXWRI6

not attested not anchored not stored refs pending

C-TPT: Calibrated Test-Time Prompt Tuning for Vision-Language Models via Text Feature Dispersion

Chang D. Yoo, Eunseop Yoon, Hee Suk Yoon, Joshua Tian Jin Tee, Mark Hasegawa-Johnson, Yingzhen Li

arxiv:2403.14119 v3 · 2024-03-21 · cs.CV · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N23FZPJ3REHYNFUG3X5DSXWRI6}

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

3 papers in Pith

Closed-Loop Bidirectional Prompting for Adversarial Robustness of Vision Language Models

Seeking Consensus: Geometric-Semantic On-the-Fly Recalibration for Open-Vocabulary Remote Sensing Semantic Segmentation

Learning Inference Concurrency in DynamicGate MLP Structural and Mathematical Justification

Receipt and verification

First computed	2026-07-05T08:02:52.211465Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6eb65cbd3b890f869686ddfa395ed147bbb6a2133d294837592b0062130c7bcf

Aliases

arxiv: 2403.14119 · arxiv_version: 2403.14119v3 · doi: 10.48550/arxiv.2403.14119 · pith_short_12: N23FZPJ3REHY · pith_short_16: N23FZPJ3REHYNFUG · pith_short_8: N23FZPJ3

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/N23FZPJ3REHYNFUG3X5DSXWRI6 \
  | 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: 6eb65cbd3b890f869686ddfa395ed147bbb6a2133d294837592b0062130c7bcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e246aa5ea27a26ec48377750ae349a7fef1490fbc27c3c9ab4da20506d542162",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-21T04:08:29Z",
    "title_canon_sha256": "b68a47bdfb2e6891b1c7c4b53222b50191390cf24e552e00d76d9910e263d4fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.14119",
    "kind": "arxiv",
    "version": 3
  }
}