Pith Number

pith:MGEPC2UI

pith:2024:MGEPC2UIV2XJKNVEDBSEDSWTKN

not attested not anchored not stored refs pending

How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning

Christoph Koller, Dawood Wasif, Jonathan Bamber, Muhammad Shahzad, Qian Song, Xiao Xiang Zhu, Yuanyuan Wang

arxiv:2412.06451 v1 · 2024-12-09 · cs.LG · cs.AI · eess.IV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MGEPC2UIV2XJKNVEDBSEDSWTKN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T09:46:32.245842Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6188f16a88aeae9536a4186441cad3534cb2a6f7b532534ed3764fb637a53928

Aliases

arxiv: 2412.06451 · arxiv_version: 2412.06451v1 · doi: 10.48550/arxiv.2412.06451 · pith_short_12: MGEPC2UIV2XJ · pith_short_16: MGEPC2UIV2XJKNVE · pith_short_8: MGEPC2UI

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/MGEPC2UIV2XJKNVEDBSEDSWTKN \
  | 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: 6188f16a88aeae9536a4186441cad3534cb2a6f7b532534ed3764fb637a53928

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01c56da34056ad8ef734d26e31e8705e9827f4062ba9a8c085c06d0ef03672f9",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.IV"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-09T12:50:27Z",
    "title_canon_sha256": "919468eb4c818639bdcd4dd92e64140d2bb66ecbcb12541bf6a2425422cdd627"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06451",
    "kind": "arxiv",
    "version": 1
  }
}