Pith Number

pith:MOAZCU7V

pith:2024:MOAZCU7VR5URCTU33B4EAV4MYL

not attested not anchored not stored refs pending

Adaptive Prompt Tuning: Vision Guided Prompt Tuning with Cross-Attention for Fine-Grained Few-Shot Learning

Eric Brouwer, Gertjan Burghouts, Jan Erik van Woerden, Marco Zullich, Matias Valdenegro-Toro

arxiv:2412.14640 v2 · 2024-12-19 · cs.CV · cs.AI · 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{MOAZCU7VR5URCTU33B4EAV4MYL}

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.

Receipt and verification

First computed	2026-07-05T10:52:57.401650Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63819153f58f69114e9bd87840578cc2fbffa32e9683ff8b0772456fcffefa30

Aliases

arxiv: 2412.14640 · arxiv_version: 2412.14640v2 · doi: 10.48550/arxiv.2412.14640 · pith_short_12: MOAZCU7VR5UR · pith_short_16: MOAZCU7VR5URCTU3 · pith_short_8: MOAZCU7V

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/MOAZCU7VR5URCTU33B4EAV4MYL \
  | 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: 63819153f58f69114e9bd87840578cc2fbffa32e9683ff8b0772456fcffefa30

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "669132bb92159bef67662e37edb3c242909cd295dc59042122f2a750c7493c03",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-19T08:51:01Z",
    "title_canon_sha256": "23e0e9f96dcd676383a82764458fecb35f8123248797e50ba943710f6fba5317"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14640",
    "kind": "arxiv",
    "version": 2
  }
}