Pith Number

pith:MAHXLLU4

pith:2019:MAHXLLU44QS5UT7UDM4VA53J4G

not attested not anchored not stored refs pending

Cross Attention Network for Few-shot Classification

Bingpeng Ma, Hong Chang, Ruibing Hou, Shiguang Shan, Xilin Chen

arxiv:1910.07677 v1 · 2019-10-17 · 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{MAHXLLU44QS5UT7UDM4VA53J4G}

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

1 paper in Pith

Episode-specific Fine-tuning for Metric-based Few-shot Learners with Optimization-based Training

Receipt and verification

First computed	2026-07-05T00:12:54.784392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

600f75ae9ce425da4ff41b39507769e1aa1a5c8e212dbb642a3d36eda79ac80b

Aliases

arxiv: 1910.07677 · arxiv_version: 1910.07677v1 · doi: 10.48550/arxiv.1910.07677 · pith_short_12: MAHXLLU44QS5 · pith_short_16: MAHXLLU44QS5UT7U · pith_short_8: MAHXLLU4

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/MAHXLLU44QS5UT7UDM4VA53J4G \
  | 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: 600f75ae9ce425da4ff41b39507769e1aa1a5c8e212dbb642a3d36eda79ac80b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f202c4a4b0e6daa4aab51075b7291585f6f50928875de1daf86aa65647eabdae",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-10-17T01:45:58Z",
    "title_canon_sha256": "fbce0e23b5e2c3a9ddcff9b5c71ddaa9bdfb559cc6b52a7a891a5b0c41a489ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.07677",
    "kind": "arxiv",
    "version": 1
  }
}