Pith Number

pith:LWSUKUKP

pith:2020:LWSUKUKPSFPDH2NI2OOWCZDFAM

not attested not anchored not stored refs pending

Discrete-time signatures and randomness in reservoir computing

Christa Cuchiero, Josef Teichmann, Juan-Pablo Ortega, Lukas Gonon, Lyudmila Grigoryeva

arxiv:2010.14615 v1 · 2020-09-17 · cs.NE · cs.LG · math.PR · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LWSUKUKPSFPDH2NI2OOWCZDFAM}

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

Predicting Critical Transitions in Multiscale Dynamical Systems Using Reservoir Computing

Receipt and verification

First computed	2026-07-05T01:47:17.039718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5da545514f915e33e9a8d39d616465033d8ab510e901eecee96afaf6a58a9170

Aliases

arxiv: 2010.14615 · arxiv_version: 2010.14615v1 · doi: 10.48550/arxiv.2010.14615 · pith_short_12: LWSUKUKPSFPD · pith_short_16: LWSUKUKPSFPDH2NI · pith_short_8: LWSUKUKP

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/LWSUKUKPSFPDH2NI2OOWCZDFAM \
  | 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: 5da545514f915e33e9a8d39d616465033d8ab510e901eecee96afaf6a58a9170

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fcaf0b0235d18abfb87f58aa026aff1012b1ed2e241bb71800b6a9107954c5ab",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2020-09-17T10:55:59Z",
    "title_canon_sha256": "47fce66e8a3f481455a1a478d6eed92c28b34050203d49b838cbda5ea8feaec1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.14615",
    "kind": "arxiv",
    "version": 1
  }
}