Pith Number

pith:23WKU6CB

pith:2023:23WKU6CBIVCM5DCZ5GB2AHS44D

not attested not anchored not stored refs pending

Approaching Test Time Augmentation in the Context of Uncertainty Calibration for Deep Neural Networks

Cristiano Premebida, Pedro Conde, Rui L. Lopes, Tiago Barros, Urbano J. Nunes

arxiv:2304.05104 v2 · 2023-04-11 · cs.CV

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

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\usepackage{pith}
\pithnumber{23WKU6CBIVCM5DCZ5GB2AHS44D}

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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

Homographic Navigation: Geometry-Driven Camera Guidance for Deterministic Planar Capture

Receipt and verification

First computed	2026-07-05T07:56:47.475555Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6ecaa78414544ce8c59e983a01e5ce0cc6c8667b1225bdf5878ccd67c5e20b1

Aliases

arxiv: 2304.05104 · arxiv_version: 2304.05104v2 · doi: 10.48550/arxiv.2304.05104 · pith_short_12: 23WKU6CBIVCM · pith_short_16: 23WKU6CBIVCM5DCZ · pith_short_8: 23WKU6CB

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/23WKU6CBIVCM5DCZ5GB2AHS44D \
  | 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: d6ecaa78414544ce8c59e983a01e5ce0cc6c8667b1225bdf5878ccd67c5e20b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22e262a8aed6633cbe25b0454794f1a3d7a362a4efdc4d42b2d3eeb1f3bc02c1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-04-11T10:01:39Z",
    "title_canon_sha256": "bca9dbc3fcd24dd2c7c1f9ae333580a5b175762ef6ca0b7c24b4dd60eb9567c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.05104",
    "kind": "arxiv",
    "version": 2
  }
}