Pith Number

pith:PFLLA7XH

pith:2020:PFLLA7XHVRVP6QSMLN3NKGJD4A

not attested not anchored not stored refs pending

Post-hoc Calibration of Neural Networks by g-Layers

Amir Rahimi, Cristian Sminchisescu, Kartik Gupta, Richard Hartley, Thalaiyasingam Ajanthan, Thomas Mensink

arxiv:2006.12807 v2 · 2020-06-23 · cs.LG · cs.CV · 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{PFLLA7XHVRVP6QSMLN3NKGJD4A}

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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

Instance-Wise Monotonic Calibration by Constrained Transformation

Receipt and verification

First computed	2026-07-05T03:58:32.436576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7956b07ee7ac6aff424c5b76d51923e01706d24c0cfd7862905ae607e7729453

Aliases

arxiv: 2006.12807 · arxiv_version: 2006.12807v2 · doi: 10.48550/arxiv.2006.12807 · pith_short_12: PFLLA7XHVRVP · pith_short_16: PFLLA7XHVRVP6QSM · pith_short_8: PFLLA7XH

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/PFLLA7XHVRVP6QSMLN3NKGJD4A \
  | 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: 7956b07ee7ac6aff424c5b76d51923e01706d24c0cfd7862905ae607e7729453

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f020873bbc8b67c86f9f00405ca53a11b51d43a2f4a8ae482b91ab796868afd",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-23T07:55:10Z",
    "title_canon_sha256": "10ed6c7653fc9dd2edc2486e7560242bab48fd732823d983bdab81857afaf0b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.12807",
    "kind": "arxiv",
    "version": 2
  }
}