Pith Number

pith:MGUFF4WE

pith:2019:MGUFF4WENCHZ3VEGHQDEQNWQCY

not attested not anchored not stored refs pending

Towards calibrated and scalable uncertainty representations for neural networks

Christopher Kanan, Nabeel Seedat

arxiv:1911.00104 v3 · 2019-10-28 · cs.LG · cs.CV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MGUFF4WENCHZ3VEGHQDEQNWQCY}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Aleatoric Uncertainty Medical Image Segmentation Estimation via Flow Matching

Receipt and verification

First computed	2026-07-05T00:23:51.907956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61a852f2c4688f9dd4863c064836d016071e9abc7e2a7e44fc9d4b8c876b4ed7

Aliases

arxiv: 1911.00104 · arxiv_version: 1911.00104v3 · doi: 10.48550/arxiv.1911.00104 · pith_short_12: MGUFF4WENCHZ · pith_short_16: MGUFF4WENCHZ3VEG · pith_short_8: MGUFF4WE

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/MGUFF4WENCHZ3VEGHQDEQNWQCY \
  | 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: 61a852f2c4688f9dd4863c064836d016071e9abc7e2a7e44fc9d4b8c876b4ed7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79b4934227d36427d2fd8b80f14a184848d2d03208cb088552f28a7a34f7a618",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-28T02:29:55Z",
    "title_canon_sha256": "060cbd6b358f6d078445f3d54e5156bc6bcf0114e3a7d2ef897cec64f4075002"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.00104",
    "kind": "arxiv",
    "version": 3
  }
}