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Pith Number

pith:YLWFY3MT

pith:2021:YLWFY3MTY6ALWJA74M22K62UDQ
not attested not anchored not stored refs pending

Data-Driven Learning of Feedforward Neural Networks with Different Activation Functions

Grzegorz Dudek

arxiv:2107.01702 v2 · 2021-07-04 · cs.LG · cs.NE

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\usepackage{pith}
\pithnumber{YLWFY3MTY6ALWJA74M22K62UDQ}

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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 2026-07-05T02:55:17.490301Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c2ec5c6d93c780bb241fe335a57b541c159f1d5e2bf059b945e01ee2cfc9fda9

Aliases

arxiv: 2107.01702 · arxiv_version: 2107.01702v2 · doi: 10.48550/arxiv.2107.01702 · pith_short_12: YLWFY3MTY6AL · pith_short_16: YLWFY3MTY6ALWJA7 · pith_short_8: YLWFY3MT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YLWFY3MTY6ALWJA74M22K62UDQ \
  | 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: c2ec5c6d93c780bb241fe335a57b541c159f1d5e2bf059b945e01ee2cfc9fda9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8e1fb2d4f97024889342e576561ab5b843e95e88118c7a714b56fb0ba7089075",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-04T18:20:27Z",
    "title_canon_sha256": "75b83437c999a1272fbbbac1b33ee78236925835ca8d56a951182dbfc223116e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.01702",
    "kind": "arxiv",
    "version": 2
  }
}