Pith. sign in
Pith Number

pith:PMG4FKWI

pith:2019:PMG4FKWIZV4LF4V7GYDD7M4Z23
not attested not anchored not stored refs pending

Transductive Episodic-Wise Adaptive Metric for Few-Shot Learning

Jia Li, Limeng Qiao, Tiejun Huang, Yaowei Wang, Yemin Shi, Yonghong Tian

arxiv:1910.02224 v1 · 2019-10-05 · cs.LG · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PMG4FKWIZV4LF4V7GYDD7M4Z23}

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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 2026-07-05T00:10:06.300695Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7b0dc2aac8cd78b2f2bf36063fb399d6d78f51fd3afc26dc5ef4c4e974113cda

Aliases

arxiv: 1910.02224 · arxiv_version: 1910.02224v1 · doi: 10.48550/arxiv.1910.02224 · pith_short_12: PMG4FKWIZV4L · pith_short_16: PMG4FKWIZV4LF4V7 · pith_short_8: PMG4FKWI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PMG4FKWIZV4LF4V7GYDD7M4Z23 \
  | 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: 7b0dc2aac8cd78b2f2bf36063fb399d6d78f51fd3afc26dc5ef4c4e974113cda
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4db50fafdb8a0186c178ee58f4841a0614323bc9dc19e55735f1ca3cea5a6cfc",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-05T07:07:53Z",
    "title_canon_sha256": "2bbbfdaa3d6065cdd68859fdd9e7a3a7c81f05c7228ec348958487bab18115f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.02224",
    "kind": "arxiv",
    "version": 1
  }
}