Pith. sign in
Pith Number

pith:XBI3ALYK

pith:2024:XBI3ALYKRE3FCTL2737FPTZ4KX
not attested not anchored not stored refs pending

Reservoir Computing Benchmarks: a tutorial review and critique

Chester Wringe, Martin Trefzer, Susan Stepney

arxiv:2405.06561 v2 · 2024-05-10 · cs.ET · cs.LG · cs.NE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XBI3ALYKRE3FCTL2737FPTZ4KX}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Receipt and verification
First computed 2026-07-05T10:21:19.150975Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b851b02f0a8936514d7afefe57cf3c55e22c67ed908ddf7b0fe1ddee6a25c554

Aliases

arxiv: 2405.06561 · arxiv_version: 2405.06561v2 · doi: 10.48550/arxiv.2405.06561 · pith_short_12: XBI3ALYKRE3F · pith_short_16: XBI3ALYKRE3FCTL2 · pith_short_8: XBI3ALYK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XBI3ALYKRE3FCTL2737FPTZ4KX \
  | 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: b851b02f0a8936514d7afefe57cf3c55e22c67ed908ddf7b0fe1ddee6a25c554
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9eea9b49e9ef906ec1d31cf901ec860ea4389d37d48286b3a54b58f6ed4a03d6",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.ET",
    "submitted_at": "2024-05-10T16:02:41Z",
    "title_canon_sha256": "bb3aafb93635553dac7d750eb402e5df5fbffd6c4d342fb214c926df0691a165"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.06561",
    "kind": "arxiv",
    "version": 2
  }
}