Pith Number

pith:WS3O55TU

pith:2023:WS3O55TUT34WXRNC7PTDYQMW74

not attested not anchored not stored refs pending

Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data

Graham W. Taylor, Kevin Kasa

arxiv:2307.01088 v1 · 2023-07-03 · cs.LG · cs.CV · stat.ML

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\usepackage{pith}
\pithnumber{WS3O55TUT34WXRNC7PTDYQMW74}

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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

Conformal Prediction Meets Long-tail Classification

Receipt and verification

First computed	2026-07-05T06:27:52.775428Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4b6eef6749ef96bc5a2fbe63c4196ff0b3ab1fe8999cd76a643eecbf5806a96

Aliases

arxiv: 2307.01088 · arxiv_version: 2307.01088v1 · doi: 10.48550/arxiv.2307.01088 · pith_short_12: WS3O55TUT34W · pith_short_16: WS3O55TUT34WXRNC · pith_short_8: WS3O55TU

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/WS3O55TUT34WXRNC7PTDYQMW74 \
  | 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: b4b6eef6749ef96bc5a2fbe63c4196ff0b3ab1fe8999cd76a643eecbf5806a96

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47eba6649df0cd0e772530c557c6399d002a6f6204b7290c0be1eb213be1b1fb",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-03T15:08:28Z",
    "title_canon_sha256": "d08f7206ec5fb16e7b7bafad586877f13e88244402a8e7a6541f68cd0818fd5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.01088",
    "kind": "arxiv",
    "version": 1
  }
}