Pith Number

pith:QRGYWJPC

pith:2022:QRGYWJPC2SX5QTOFZHZ4VCQLLG

not attested not anchored not stored refs pending

Modeling Multimodal Aleatoric Uncertainty in Segmentation with Mixture of Stochastic Experts

Chuyu Zhang, Xuming He, Yucong Chen, Zhitong Gao

arxiv:2212.07328 v2 · 2022-12-14 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QRGYWJPC2SX5QTOFZHZ4VCQLLG}

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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

2 papers in Pith

Neural Architecture Distributions: A New Paradigm for Stochastic Segmentation

Information-Theoretic Optimization for Task-Adapted Compressed Sensing Magnetic Resonance Imaging

Receipt and verification

First computed	2026-07-05T05:45:36.258754Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

844d8b25e2d4afd84dc5c9f3ca8a0b599080b7991392e2ccabc66c1ab169badf

Aliases

arxiv: 2212.07328 · arxiv_version: 2212.07328v2 · doi: 10.48550/arxiv.2212.07328 · pith_short_12: QRGYWJPC2SX5 · pith_short_16: QRGYWJPC2SX5QTOF · pith_short_8: QRGYWJPC

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/QRGYWJPC2SX5QTOFZHZ4VCQLLG \
  | 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: 844d8b25e2d4afd84dc5c9f3ca8a0b599080b7991392e2ccabc66c1ab169badf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bccfd6adb91430181b2ca1f9cb1b7e84647b8c3343fedfeee4b14eea36e12eb3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-14T16:48:21Z",
    "title_canon_sha256": "99f3e49c3ecb35827eb76caad2dca65ddb597b166ebbb43994f54403e07a9583"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.07328",
    "kind": "arxiv",
    "version": 2
  }
}