Pith Number

pith:H3HMGN5N

pith:2024:H3HMGN5NL56N52W7IFOLCTGFZH

not attested not anchored not stored refs pending

A Structured Review of Literature on Uncertainty in Machine Learning & Deep Learning

Ali Mosleh, Fahimeh Fakour, Ramin Ramezani

arxiv:2406.00332 v1 · 2024-06-01 · cs.LG · cs.AI · 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{H3HMGN5NL56N52W7IFOLCTGFZH}

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

3 papers in Pith

AEGIS: A Semantic GAN and Evidential Learning Frameworkfor Robust Adversarial Detection in Vision Sensors

RadProPoser: Probabilistic Radar Tensor Human Pose Estimation That Knows Its Limits

VOLTA: The Surprising Ineffectiveness of Auxiliary Losses for Calibrated Deep Learning

Receipt and verification

First computed	2026-07-05T08:26:00.279397Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ecec337ad5f7cdeeadf415cb14cc5c9fb1591d670ae1f1b6ab1b3169d255ff1

Aliases

arxiv: 2406.00332 · arxiv_version: 2406.00332v1 · doi: 10.48550/arxiv.2406.00332 · pith_short_12: H3HMGN5NL56N · pith_short_16: H3HMGN5NL56N52W7 · pith_short_8: H3HMGN5N

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/H3HMGN5NL56N52W7IFOLCTGFZH \
  | 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: 3ecec337ad5f7cdeeadf415cb14cc5c9fb1591d670ae1f1b6ab1b3169d255ff1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fea9b8e33bf6457c7419bd49ee0ae13fd81803ea69dabe24ac6b71631f0a678f",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-01T07:17:38Z",
    "title_canon_sha256": "dea5a87df494723c0d4463aef14b859c31e334e3e7a3190cafaaf3fa98eff614"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.00332",
    "kind": "arxiv",
    "version": 1
  }
}