Pith Number

pith:QKVT4RKO

pith:2021:QKVT4RKO4R3P4F2V4W2VOTJH7Y

not attested not anchored not stored refs pending

Robust Learning via Ensemble Density Propagation in Deep Neural Networks

Dimah Dera, Ghulam Rasool, Giuseppina Carannante, Lyudmila Mihaylova, Nidhal C. Bouaynaya

arxiv:2111.05953 v1 · 2021-11-10 · cs.LG · cs.AI · cs.CV · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QKVT4RKO4R3P4F2V4W2VOTJH7Y}

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	2026-07-05T03:30:56.528510Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82ab3e454ee476fe1755e5b5574d27fe3b025d4874ab9ba054042b612deb036b

Aliases

arxiv: 2111.05953 · arxiv_version: 2111.05953v1 · doi: 10.48550/arxiv.2111.05953 · pith_short_12: QKVT4RKO4R3P · pith_short_16: QKVT4RKO4R3P4F2V · pith_short_8: QKVT4RKO

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/QKVT4RKO4R3P4F2V4W2VOTJH7Y \
  | 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: 82ab3e454ee476fe1755e5b5574d27fe3b025d4874ab9ba054042b612deb036b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "389c7600789e24cfa6b4fcc2d763a84ad5bea5660515dd139428ee4097627082",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-10T21:26:08Z",
    "title_canon_sha256": "078eb5af997248e159e03fddcac57f9cfb1371c927e93064aa208259a93f414e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.05953",
    "kind": "arxiv",
    "version": 1
  }
}