Pith Number

pith:2UTZRFPZ

pith:2023:2UTZRFPZL2RZMDC22J5GINX744

not attested not anchored not stored refs pending

Revisiting Logistic-softmax Likelihood in Bayesian Meta-Learning for Few-Shot Classification

Feng Zhou, Haoqun Cao, Tianjun Ke, Zenan ling

arxiv:2310.10379 v2 · 2023-10-16 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2UTZRFPZL2RZMDC22J5GINX744}

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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

Task Diversity in Bayesian Federated Learning: Simultaneous Processing of Classification and Regression

Receipt and verification

First computed	2026-07-05T09:18:51.312812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5279895f95ea3960c5ad27a6436ffe73a0f9d9b2404a4bd88b40e43194e3366

Aliases

arxiv: 2310.10379 · arxiv_version: 2310.10379v2 · doi: 10.48550/arxiv.2310.10379 · pith_short_12: 2UTZRFPZL2RZ · pith_short_16: 2UTZRFPZL2RZMDC2 · pith_short_8: 2UTZRFPZ

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/2UTZRFPZL2RZMDC22J5GINX744 \
  | 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: d5279895f95ea3960c5ad27a6436ffe73a0f9d9b2404a4bd88b40e43194e3366

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "472e02af84bcb7eafe8570b3e3730ca9e291fe6aa9121a52fb89e02d5b9f050b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-16T13:20:13Z",
    "title_canon_sha256": "c8681168f464e5422400bca487b3ae2b882325c2a6a2238ad552b6d9416c3917"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10379",
    "kind": "arxiv",
    "version": 2
  }
}