Pith Number

pith:FGPV2PUM

pith:2025:FGPV2PUMSQKXEPLU5SBZI5BH5S

not attested not anchored not stored refs pending

Geometric Mean Improves Loss For Few-Shot Learning

Takumi Kobayashi, Tong Wu

arxiv:2501.14593 v1 · 2025-01-24 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FGPV2PUMSQKXEPLU5SBZI5BH5S}

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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

Geometric Mean Improves Loss For Few-Shot Learning

Receipt and verification

First computed	2026-07-05T10:05:03.060784Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

299f5d3e8c9415723d74ec83947427ecb625235d337bb0b0562c283dac8c1aa3

Aliases

arxiv: 2501.14593 · arxiv_version: 2501.14593v1 · doi: 10.48550/arxiv.2501.14593 · pith_short_12: FGPV2PUMSQKX · pith_short_16: FGPV2PUMSQKXEPLU · pith_short_8: FGPV2PUM

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/FGPV2PUMSQKXEPLU5SBZI5BH5S \
  | 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: 299f5d3e8c9415723d74ec83947427ecb625235d337bb0b0562c283dac8c1aa3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ae4463efe5f81210ccb0fc902f807646c93a0d32a1384490ccded6230c8eeda",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-24T15:56:55Z",
    "title_canon_sha256": "ab5502c492ec65441fca0a4bf7249b80465a346ed648901c7b998ebee0f9fc38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14593",
    "kind": "arxiv",
    "version": 1
  }
}