Pith Number

pith:NQKYYSQM

pith:2021:NQKYYSQMNP6Y5SRVYAQ43QLYJM

not attested not anchored not stored refs pending

Meta-Learning with Task-Adaptive Loss Function for Few-Shot Learning

Dohee Cho, Heewon Kim, Jaesik Min, Janghoon Choi, Kyoung Mu Lee, Sungyong Baik

arxiv:2110.03909 v2 · 2021-10-08 · cs.LG · 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{NQKYYSQMNP6Y5SRVYAQ43QLYJM}

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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	2026-07-05T03:23:15.106960Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c158c4a0c6bfd8eca35c021cdc1784b1f621705f92baf9280b0d0493079b7f2

Aliases

arxiv: 2110.03909 · arxiv_version: 2110.03909v2 · doi: 10.48550/arxiv.2110.03909 · pith_short_12: NQKYYSQMNP6Y · pith_short_16: NQKYYSQMNP6Y5SRV · pith_short_8: NQKYYSQM

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/NQKYYSQMNP6Y5SRVYAQ43QLYJM \
  | 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: 6c158c4a0c6bfd8eca35c021cdc1784b1f621705f92baf9280b0d0493079b7f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f7df246552e9d3cd53293ba67f25cf63df1443654c9c4bacdab7437e8e9bc8b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-08T06:07:21Z",
    "title_canon_sha256": "3e2955c85d093164314b9fdd68cfa7fc634af2cd7997c145d8ee9400d180035b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.03909",
    "kind": "arxiv",
    "version": 2
  }
}