Pith Number

pith:QISRGCYT

pith:2022:QISRGCYTL3ZRFKBYOUFWPCYH2M

not attested not anchored not stored refs pending

Enhancing Few-shot Image Classification with Cosine Transformer

Cuong Q. Nguyen, Dung D. Le, Hieu H. Pham, Quang-Huy Nguyen

arxiv:2211.06828 v3 · 2022-11-13 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QISRGCYTL3ZRFKBYOUFWPCYH2M}

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	2026-07-05T06:33:17.712908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8225130b135ef312a838750b678b07d30d26eebda12986c03892dcb1cdfddb4f

Aliases

arxiv: 2211.06828 · arxiv_version: 2211.06828v3 · doi: 10.48550/arxiv.2211.06828 · pith_short_12: QISRGCYTL3ZR · pith_short_16: QISRGCYTL3ZRFKBY · pith_short_8: QISRGCYT

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/QISRGCYTL3ZRFKBYOUFWPCYH2M \
  | 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: 8225130b135ef312a838750b678b07d30d26eebda12986c03892dcb1cdfddb4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c7c47067f01e5ea40e7fef6787c141cd075d95d082e66eaaf162ca9fbc90dbc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-11-13T06:03:28Z",
    "title_canon_sha256": "2551852f7ec95829ac833a881fbc47bf436ae39e341bcebcbd1d69afc7bc7cd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.06828",
    "kind": "arxiv",
    "version": 3
  }
}