Pith Number

pith:YBBMJH6K

pith:2023:YBBMJH6KBZMZSVDVCVR6ZJZTKR

not attested not anchored not stored refs pending

Scale-Dropout: Estimating Uncertainty in Deep Neural Networks Using Stochastic Scale

Guillaume Prenat, Kamal Danouchi, Lorena Anghel, Mehdi B. Tahoori, Michael Hefenbrock, Soyed Tuhin Ahmed

arxiv:2311.15816 v2 · 2023-11-27 · cs.LG · cs.AI · cs.ET

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YBBMJH6KBZMZSVDVCVR6ZJZTKR}

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.

Receipt and verification

First computed	2026-07-05T07:32:25.127416Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c042c49fca0e599954751563eca733544ffc686cb4b6ffbacb9a7423d5671bbe

Aliases

arxiv: 2311.15816 · arxiv_version: 2311.15816v2 · doi: 10.48550/arxiv.2311.15816 · pith_short_12: YBBMJH6KBZMZ · pith_short_16: YBBMJH6KBZMZSVDV · pith_short_8: YBBMJH6K

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/YBBMJH6KBZMZSVDVCVR6ZJZTKR \
  | 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: c042c49fca0e599954751563eca733544ffc686cb4b6ffbacb9a7423d5671bbe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee35ab6dba7611fe1b897057b2fdc67d7c8c69c37d364e1adea02ec4d64f8d9f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.ET"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-27T13:41:20Z",
    "title_canon_sha256": "f0714b0592adfa616b5f71afc053da44af43851138f20090bd79a8c216cd0dce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.15816",
    "kind": "arxiv",
    "version": 2
  }
}