Pith Number

pith:263WFRTQ

pith:2021:263WFRTQFP45NNWEPY4FPJDF74

not attested not anchored not stored refs pending

Scaling Laws for the Few-Shot Adaptation of Pre-trained Image Classifiers

Ethan Caballero, Gabriele Prato, Irina Rish, Sarath Chandar, Simon Guiroy

arxiv:2110.06990 v2 · 2021-10-13 · cs.LG · cs.AI · cs.CV

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\usepackage{pith}
\pithnumber{263WFRTQFP45NNWEPY4FPJDF74}

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Record completeness

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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

Scaling Laws and Interpretability of Learning from Repeated Data

Receipt and verification

First computed	2026-07-05T03:23:29.574415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d7b762c6702bf9d6b6c47e3857a465ff1de6af07b40c3d3398f59ffe88adc3dc

Aliases

arxiv: 2110.06990 · arxiv_version: 2110.06990v2 · doi: 10.48550/arxiv.2110.06990 · pith_short_12: 263WFRTQFP45 · pith_short_16: 263WFRTQFP45NNWE · pith_short_8: 263WFRTQ

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/263WFRTQFP45NNWEPY4FPJDF74 \
  | 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: d7b762c6702bf9d6b6c47e3857a465ff1de6af07b40c3d3398f59ffe88adc3dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aaa585ecbc1f22d6a57bb316bad89d88db09693fdc856bb5b777082a1eec6114",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-13T19:07:01Z",
    "title_canon_sha256": "1c12ba44a33a8fd993bd510c3fb27f7a8509b6b623f6077df5d46f5ef6ba148d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.06990",
    "kind": "arxiv",
    "version": 2
  }
}