Pith. sign in
Pith Number

pith:6NEDGEPF

pith:2021:6NEDGEPFNYXLAM6G75BPB526CW
not attested not anchored not stored refs pending

On the Post-hoc Explainability of Deep Echo State Networks for Time Series Forecasting, Image and Video Classification

Alejandro Barredo Arrieta, Ibai La\~na, Javier Del Ser, Miren Nekane Bilbao, Sergio Gil-Lopez

arxiv:2102.08634 v1 · 2021-02-17 · cs.LG · cs.AI · cs.CV · cs.NE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6NEDGEPFNYXLAM6G75BPB526CW}

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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 2026-07-05T02:16:05.359622Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f3483311e56e2eb033c6ff42f0f75e15a273fa1954d4bfb7868035120caf56a4

Aliases

arxiv: 2102.08634 · arxiv_version: 2102.08634v1 · doi: 10.48550/arxiv.2102.08634 · pith_short_12: 6NEDGEPFNYXL · pith_short_16: 6NEDGEPFNYXLAM6G · pith_short_8: 6NEDGEPF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6NEDGEPFNYXLAM6G75BPB526CW \
  | 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: f3483311e56e2eb033c6ff42f0f75e15a273fa1954d4bfb7868035120caf56a4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f059ecc09b6c4909844efebd1f72cac426b8d9cfe47c1294559f6fcc89c2cb80",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-17T08:56:33Z",
    "title_canon_sha256": "dc7aadd8769e0175883b36e06095ef7bd97768825c457fa2c5cee6fd38b3de86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.08634",
    "kind": "arxiv",
    "version": 1
  }
}