Pith Number

pith:4V4TEXFP

pith:2022:4V4TEXFPVB22NY4Y6ONZXYGEI6

not attested not anchored not stored refs pending

Few-Shot Learning Meets Transformer: Unified Query-Support Transformers for Few-Shot Classification

Bin Luo, Bo Jiang, Xiao Wang, Xixi Wang

arxiv:2208.12398 v1 · 2022-08-26 · 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{4V4TEXFPVB22NY4Y6ONZXYGEI6}

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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.

Cited by

1 paper in Pith

ViT-ProtoNet for Few-Shot Image Classification: A Multi-Benchmark Evaluation

Receipt and verification

First computed	2026-07-05T04:51:44.741636Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e579325cafa875a6e398f39b9be0c447a9208725a0ba35844a5c1ad00363cbbc

Aliases

arxiv: 2208.12398 · arxiv_version: 2208.12398v1 · doi: 10.48550/arxiv.2208.12398 · pith_short_12: 4V4TEXFPVB22 · pith_short_16: 4V4TEXFPVB22NY4Y · pith_short_8: 4V4TEXFP

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/4V4TEXFPVB22NY4Y6ONZXYGEI6 \
  | 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: e579325cafa875a6e398f39b9be0c447a9208725a0ba35844a5c1ad00363cbbc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19a1cb84ead235bcc1092fd480d261fa385f54e59a5ea578fe4a864cf51048bc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-08-26T01:53:23Z",
    "title_canon_sha256": "0c5ca950fefda8b31ed405ad408e3151066ea456d31386f202d495e2eaa6d7de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.12398",
    "kind": "arxiv",
    "version": 1
  }
}