Pith Number

pith:4CRCHVL3

pith:2023:4CRCHVL3UMG4OJTDZN3XMDF6BY

not attested not anchored not stored refs pending

Uncertainty Quantification in Machine Learning for Biosignal Applications -- A Review

Andreea Ioana Sburlea, Ivo Pascal de Jong, Matias Valdenegro-Toro

arxiv:2312.09454 v2 · 2023-11-15 · eess.SP · cs.HC · 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{4CRCHVL3UMG4OJTDZN3XMDF6BY}

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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

Is the Last Layer Sufficient for Uncertainty Quantification?

Receipt and verification

First computed	2026-07-05T11:16:01.341436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0a223d57ba30dc72663cb77760cbe0e1a5b38dc7bfe7463df598ce4a569143e

Aliases

arxiv: 2312.09454 · arxiv_version: 2312.09454v2 · doi: 10.48550/arxiv.2312.09454 · pith_short_12: 4CRCHVL3UMG4 · pith_short_16: 4CRCHVL3UMG4OJTD · pith_short_8: 4CRCHVL3

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/4CRCHVL3UMG4OJTDZN3XMDF6BY \
  | 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: e0a223d57ba30dc72663cb77760cbe0e1a5b38dc7bfe7463df598ce4a569143e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e68f5abfeb275073175a1c0540b39a8e9346c0154ba5b69b14e441488a78e83",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2023-11-15T14:24:33Z",
    "title_canon_sha256": "d178f05e72ab64cc477bc3f6529050405a59464fefd2e44c60ae6628f85ad16c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.09454",
    "kind": "arxiv",
    "version": 2
  }
}