Pith Number

pith:H2FSCWFU

pith:2021:H2FSCWFUSYEPU5XDK2SP4Q7KG4

not attested not anchored not stored refs pending

Ensemble deep learning: A review

A.K. Malik, M.A. Ganaie, Minghui Hu, M. Tanveer, P.N. Suganthan

arxiv:2104.02395 v3 · 2021-04-06 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H2FSCWFUSYEPU5XDK2SP4Q7KG4}

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

2 papers in Pith

DynamicNER: A Dynamic, Multilingual, and Fine-Grained Dataset for LLM-based Named Entity Recognition

SDNGuardStack: An Explainable Ensemble Learning Framework for High-Accuracy Intrusion Detection in Software-Defined Networks

Receipt and verification

First computed	2026-07-05T04:46:31.235327Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e8b2158b49608fa76e356a4fe43ea3732e60d9d777b414237a8bfc614722f49

Aliases

arxiv: 2104.02395 · arxiv_version: 2104.02395v3 · doi: 10.48550/arxiv.2104.02395 · pith_short_12: H2FSCWFUSYEP · pith_short_16: H2FSCWFUSYEPU5XD · pith_short_8: H2FSCWFU

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/H2FSCWFUSYEPU5XDK2SP4Q7KG4 \
  | 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: 3e8b2158b49608fa76e356a4fe43ea3732e60d9d777b414237a8bfc614722f49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a6121c49b09b7894211d87d02d723698e022b8438bc1645155ecd88bb5bdfdc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-06T09:56:29Z",
    "title_canon_sha256": "cbae83b7dd4c8a07e1ec7c22960626f19cd7b7fc6b62697ac8a288f165bf513e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.02395",
    "kind": "arxiv",
    "version": 3
  }
}