Pith Number

pith:LI6O7QGS

pith:2024:LI6O7QGSPVRY4KQZ7ATC5UKI2O

not attested not anchored not stored refs pending

How more data can hurt: Instability and regularization in next-generation reservoir computing

Edmilson Roque dos Santos, Huixin Zhang, Sean P. Cornelius, Yuanzhao Zhang

arxiv:2407.08641 v3 · 2024-07-11 · cs.LG · cs.NE · math.DS · nlin.AO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LI6O7QGSPVRY4KQZ7ATC5UKI2O}

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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

2 papers in Pith

Flow map learning in nonlinear vector autoregressive models: influence of the feature-library structure on the training error

Theory and interpretability of Quantum Extreme Learning Machines: a Pauli-transfer matrix approach

Receipt and verification

First computed	2026-07-05T11:32:16.322210Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a3cefc0d27d638e2a19f8262ed148d397ba41898546e6ef89405b4db802ce73

Aliases

arxiv: 2407.08641 · arxiv_version: 2407.08641v3 · doi: 10.48550/arxiv.2407.08641 · pith_short_12: LI6O7QGSPVRY · pith_short_16: LI6O7QGSPVRY4KQZ · pith_short_8: LI6O7QGS

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/LI6O7QGSPVRY4KQZ7ATC5UKI2O \
  | 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: 5a3cefc0d27d638e2a19f8262ed148d397ba41898546e6ef89405b4db802ce73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56747966345e027e127fb286546657ba6c7ad5aac702ab2d7b488832ae46f39d",
    "cross_cats_sorted": [
      "cs.NE",
      "math.DS",
      "nlin.AO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-11T16:22:13Z",
    "title_canon_sha256": "11aef20fddff15aa2cc7598ff1251827e911183785e4f867e47e6a06989b4888"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08641",
    "kind": "arxiv",
    "version": 3
  }
}