Pith Number

pith:MRGXQSCV

pith:2022:MRGXQSCV2CBFVOT744LVJWCOM2

not attested not anchored not stored refs pending

Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation

Akis Linardos, Kaisar Kushibar, Karim Lekadir, Lidia Garrucho Moras, Petia Radeva, V\'ictor Manuel Campello

arxiv:2203.08878 v1 · 2022-03-16 · eess.IV · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MRGXQSCV2CBFVOT744LVJWCOM2}

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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

Variance-Gated Ensembles: An Epistemic-Aware Framework for Uncertainty Estimation

Receipt and verification

First computed	2026-07-05T04:13:13.584980Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

644d784855d0825aba7fe71754d84e66b658d6b888dbc49c988cb6f24db497e1

Aliases

arxiv: 2203.08878 · arxiv_version: 2203.08878v1 · doi: 10.48550/arxiv.2203.08878 · pith_short_12: MRGXQSCV2CBF · pith_short_16: MRGXQSCV2CBFVOT7 · pith_short_8: MRGXQSCV

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/MRGXQSCV2CBFVOT744LVJWCOM2 \
  | 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: 644d784855d0825aba7fe71754d84e66b658d6b888dbc49c988cb6f24db497e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2fdf4e4920b0a5b17dba20827cc12e2f8fea5bd368d8459eab2c739db928fd9",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2022-03-16T18:46:53Z",
    "title_canon_sha256": "faa1cfe7235dca42627aec790a8939926af65d0e9caf5ec4fbef4d5f3334730c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.08878",
    "kind": "arxiv",
    "version": 1
  }
}