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Pith Number

pith:U22W5KY4

pith:2024:U22W5KY4NUXTX2SKXHZNHC2RKP
not attested not anchored not stored refs pending

Tiny Deep Ensemble: Uncertainty Estimation in Edge AI Accelerators via Ensembling Normalization Layers with Shared Weights

Mehdi B. Tahoori, Michael Hefenbrock, Soyed Tuhin Ahmed

arxiv:2405.05286 v1 · 2024-05-07 · cs.LG · cs.AI · cs.DC

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\usepackage{pith}
\pithnumber{U22W5KY4NUXTX2SKXHZNHC2RKP}

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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.
Receipt and verification
First computed 2026-07-05T08:17:25.889474Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a6b56eab1c6d2f3bea4ab9f2d38b5153ff40461e3c5ebad921a886a29c747164

Aliases

arxiv: 2405.05286 · arxiv_version: 2405.05286v1 · doi: 10.48550/arxiv.2405.05286 · pith_short_12: U22W5KY4NUXT · pith_short_16: U22W5KY4NUXTX2SK · pith_short_8: U22W5KY4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/U22W5KY4NUXTX2SKXHZNHC2RKP \
  | 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: a6b56eab1c6d2f3bea4ab9f2d38b5153ff40461e3c5ebad921a886a29c747164
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6972f91c977a1a285164f5398059b5aeee6aee9eb46036237ee2b8010d930134",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-07T22:54:17Z",
    "title_canon_sha256": "df8c41578d6458e5367431b1f3706b1147caea57689df138dac8a5eb46746feb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.05286",
    "kind": "arxiv",
    "version": 1
  }
}