Pith Number

pith:FR5UXH4E

pith:2021:FR5UXH4EKJQJMEDAHWAMQLPKON

not attested not anchored not stored refs pending

Cluster-based Input Weight Initialization for Echo State Networks

(2) IDLab, 3), (3) Aerospace Engineering department, Azarakhsh Jalalvand (2, Belgium, Dresden, Germany, Ghent University, Peter Birkholz (1) ((1) Institute for Acoustics, Peter Steiner (1), Princeton University, Speech Communication, Technische Universit\"at Dresden, USA)

arxiv:2103.04710 v3 · 2021-03-08 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FR5UXH4EKJQJMEDAHWAMQLPKON}

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.

Receipt and verification

First computed	2026-07-05T04:21:44.908303Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c7b4b9f8452609610603d80c82dea734edef7f2f5f98b458907232e9f4a0026

Aliases

arxiv: 2103.04710 · arxiv_version: 2103.04710v3 · doi: 10.48550/arxiv.2103.04710 · pith_short_12: FR5UXH4EKJQJ · pith_short_16: FR5UXH4EKJQJMEDA · pith_short_8: FR5UXH4E

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/FR5UXH4EKJQJMEDAHWAMQLPKON \
  | 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: 2c7b4b9f8452609610603d80c82dea734edef7f2f5f98b458907232e9f4a0026

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "723086092ae1e136008c3a4fa625eb4980e208b58c5a718aad21420537b6376a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-08T12:39:57Z",
    "title_canon_sha256": "965c46f4eb9b7f96303fc0f17c0504b90ee6156bedb1cb46e6a2af2f60020d81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.04710",
    "kind": "arxiv",
    "version": 3
  }
}