Pith. sign in
Pith Number

pith:KBCZ3K5P

pith:2025:KBCZ3K5PF3HKXYE7FNL7LBBMYZ
not attested not anchored not stored refs pending

Attn-Adapter: Attention Is All You Need for Online Few-shot Learner of Vision-Language Model

Hyunseung Choo, Khanh-Binh Nguyen, Phuoc-Nguyen Bui

arxiv:2509.03895 v1 · 2025-09-04 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KBCZ3K5PF3HKXYE7FNL7LBBMYZ}

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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 2026-07-05T12:04:49.331118Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

50459dabaf2eceabe09f2b57f5842cc648705a20cf13fd3e745e2091e6cd8c0c

Aliases

arxiv: 2509.03895 · arxiv_version: 2509.03895v1 · doi: 10.48550/arxiv.2509.03895 · pith_short_12: KBCZ3K5PF3HK · pith_short_16: KBCZ3K5PF3HKXYE7 · pith_short_8: KBCZ3K5P
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KBCZ3K5PF3HKXYE7FNL7LBBMYZ \
  | 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: 50459dabaf2eceabe09f2b57f5842cc648705a20cf13fd3e745e2091e6cd8c0c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "75538b0dbea35760fe121a2e3f22fcba574ec7105c79bc4681a64d008a22ebb1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-09-04T05:42:02Z",
    "title_canon_sha256": "e1c1d3a93c9444c258d28c331cef67cf7bfe1d3886ae182c1754770affd1a742"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.03895",
    "kind": "arxiv",
    "version": 1
  }
}