Pith Number

pith:2Y7UDU42

pith:2023:2Y7UDU4266PGMMNXJP3MPBWBST

not attested not anchored not stored refs pending

Training of Neural Networks with Uncertain Data: A Mixture of Experts Approach

Lucas Luttner

arxiv:2312.08083 v4 · 2023-12-13 · stat.ML · 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{2Y7UDU4266PGMMNXJP3MPBWBST}

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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

Extracting Uncertainty Estimates from Mixtures of Experts for Semantic Segmentation

Receipt and verification

First computed	2026-07-05T08:11:56.368801Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d63f41d39af79e6631b74bf6c786c194fbf89e85d47b80afffb11739c441406a

Aliases

arxiv: 2312.08083 · arxiv_version: 2312.08083v4 · doi: 10.48550/arxiv.2312.08083 · pith_short_12: 2Y7UDU4266PG · pith_short_16: 2Y7UDU4266PGMMNX · pith_short_8: 2Y7UDU42

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/2Y7UDU4266PGMMNXJP3MPBWBST \
  | 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: d63f41d39af79e6631b74bf6c786c194fbf89e85d47b80afffb11739c441406a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa2816a0198a54f0d754328cc92f9dce6869dba8a8311fb464665fdc3065d3e1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-12-13T11:57:15Z",
    "title_canon_sha256": "4d5edeee9952fe5ea72d0cfc23b2d87eca1d404589cd395b9a500238749fb140"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.08083",
    "kind": "arxiv",
    "version": 4
  }
}