Pith Number

pith:UHZCFVQY

pith:2025:UHZCFVQYOJUIY5B6COAZ4KZIYO

not attested not anchored not stored refs pending

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator

Atsushi Uchida, Felix K\"oster, Kazutaka Kanno

arxiv:2505.05852 v2 · 2025-05-09 · nlin.CD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UHZCFVQYOJUIY5B6COAZ4KZIYO}

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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

Model-free Forecasting of Rogue Waves using Reservoir Computing

Receipt and verification

First computed	2026-07-05T11:10:07.586811Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1f222d61872688c743e13819e2b28c3aeead08d665babdd270c8676812ca8b7

Aliases

arxiv: 2505.05852 · arxiv_version: 2505.05852v2 · doi: 10.48550/arxiv.2505.05852 · pith_short_12: UHZCFVQYOJUI · pith_short_16: UHZCFVQYOJUIY5B6 · pith_short_8: UHZCFVQY

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/UHZCFVQYOJUIY5B6COAZ4KZIYO \
  | 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: a1f222d61872688c743e13819e2b28c3aeead08d665babdd270c8676812ca8b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b344f01027d5d25349caca82dcec7c94e9387a349d5f4a2a0ebc9a245e04a263",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "nlin.CD",
    "submitted_at": "2025-05-09T07:44:58Z",
    "title_canon_sha256": "5d15547a0a8f421fea501e6bdaab566f301f1827f0ec10aae8be166e7e4df3f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.05852",
    "kind": "arxiv",
    "version": 2
  }
}