Pith Number

pith:AH7DQCTF

pith:2025:AH7DQCTFSU5FG7236ZCGQ2SOBI

not attested not anchored not stored refs pending

Spatially-Aware Evaluation of Segmentation Uncertainty

El\'eonore V. Lieffrig, John A. Onofrey, Lawrence H. Staib, Tal Zeevi

arxiv:2506.16589 v1 · 2025-06-19 · cs.CV · cs.AI · cs.PF · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AH7DQCTFSU5FG7236ZCGQ2SOBI}

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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

3 papers in Pith

Confidence is Not Reliability: Rethinking MC Dropout in Brain Tumour Segmentation

Lost in the Folds: When Cross-Validation Is Not a Deep Ensemble for Uncertainty Estimation

SHRUG-FM: Reliability-Aware Foundation Models for Earth Observation

Receipt and verification

First computed	2026-07-05T11:24:39.150736Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01fe380a65953a537f5bf644686a4e0a1ce8fa0673fe6d5aed7a772293162024

Aliases

arxiv: 2506.16589 · arxiv_version: 2506.16589v1 · doi: 10.48550/arxiv.2506.16589 · pith_short_12: AH7DQCTFSU5F · pith_short_16: AH7DQCTFSU5FG723 · pith_short_8: AH7DQCTF

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/AH7DQCTFSU5FG7236ZCGQ2SOBI \
  | 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: 01fe380a65953a537f5bf644686a4e0a1ce8fa0673fe6d5aed7a772293162024

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01309a87fa2311bfff0081d09c2296409c26ba7220fd42cdf07e7e1e636d3aec",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.PF",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-06-19T20:24:57Z",
    "title_canon_sha256": "e4012962607f1d2d6c0c398fda323cbe8daa7f5d12b6dcd13ce06d99b0d86bb6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.16589",
    "kind": "arxiv",
    "version": 1
  }
}