Pith Number

pith:BUEVT2BY

pith:2019:BUEVT2BYOHIYAKSVVGBJEKXDOD

not attested not anchored not stored refs pending

Non-normal Recurrent Neural Network (nnRNN): learning long time dependencies while improving expressivity with transient dynamics

Eugene Vorontsov, Gauthier Gidel, Giancarlo Kerg, Guillaume Lajoie, Kyle Goyette, Maximilian Puelma Touzel, Yoshua Bengio

arxiv:1905.12080 v2 · 2019-05-28 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BUEVT2BYOHIYAKSVVGBJEKXDOD}

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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.

Cited by

1 paper in Pith

Time-Scale Coupling Between States and Parameters in Recurrent Neural Networks

Receipt and verification

First computed	2026-07-05T00:15:05.425520Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d0959e83871d1802a55a982922ae370d2f3b531d3e71612727ec639a81f0656

Aliases

arxiv: 1905.12080 · arxiv_version: 1905.12080v2 · doi: 10.48550/arxiv.1905.12080 · pith_short_12: BUEVT2BYOHIY · pith_short_16: BUEVT2BYOHIYAKSV · pith_short_8: BUEVT2BY

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/BUEVT2BYOHIYAKSVVGBJEKXDOD \
  | 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: 0d0959e83871d1802a55a982922ae370d2f3b531d3e71612727ec639a81f0656

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0985007e1dae1dea040cb5a32b3f3594b45d389d402d0f2b4f69dfd618cdce2",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-28T20:41:27Z",
    "title_canon_sha256": "64bd742e71aca9fa7aedc38a613a3b8dfac5b78aa9edfafe8f14d494c78aa0e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.12080",
    "kind": "arxiv",
    "version": 2
  }
}