Pith Number

pith:IUR26BIO

pith:2019:IUR26BIOCSXBYI4VGBRRLDXDKE

not attested not anchored not stored refs pending

Data-driven prediction of a multi-scale Lorenz 96 chaotic system using deep learning methods: Reservoir computing, ANN, and RNN-LSTM

Ashesh Chattopadhyay, Devika Subramanian, Pedram Hassanzadeh

arxiv:1906.08829 v3 · 2019-06-20 · cs.LG · math.DS · nlin.CD · stat.ML

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\usepackage{pith}
\pithnumber{IUR26BIOCSXBYI4VGBRRLDXDKE}

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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

Kernel Methods for the Approximation of the Eigenfunctions of the Koopman Operator

Receipt and verification

First computed	2026-07-05T01:16:08.974927Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4523af050e14ae1c23953063158ee3511aa31d050bf60cda8b82d316ba898c8e

Aliases

arxiv: 1906.08829 · arxiv_version: 1906.08829v3 · doi: 10.48550/arxiv.1906.08829 · pith_short_12: IUR26BIOCSXB · pith_short_16: IUR26BIOCSXBYI4V · pith_short_8: IUR26BIO

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/IUR26BIOCSXBYI4VGBRRLDXDKE \
  | 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: 4523af050e14ae1c23953063158ee3511aa31d050bf60cda8b82d316ba898c8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e040a7d6ceb2e8cc200ff0a1cd58be6db95685651167e969f6d851f311800627",
    "cross_cats_sorted": [
      "math.DS",
      "nlin.CD",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-20T20:16:53Z",
    "title_canon_sha256": "f8f2afb93f2048fa8aa3219bfb606c3bf6019c53e72c28a79ada6663cb5c4ad9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.08829",
    "kind": "arxiv",
    "version": 3
  }
}