Pith. sign in
Pith Number

pith:WU6SUBPM

pith:2025:WU6SUBPM3Z3YTN7PC3B34IK7WV
not attested not anchored not stored refs pending

Reservoir Computation with Networks of Differentiating Neuron Ring Oscillators

Alexander Yeung, Arjun Karuvally, Edward Rietman, Hananel Hazan, Hava Siegelmann, Peter DelMastro

arxiv:2507.21377 v1 · 2025-07-28 · cs.NE · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WU6SUBPM3Z3YTN7PC3B34IK7WV}

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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.
Receipt and verification
First computed 2026-07-05T11:44:58.634803Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b53d2a05ecde7789b7ef16c3be215fb550250c2ef96bab9e4cfb31d3cb128c38

Aliases

arxiv: 2507.21377 · arxiv_version: 2507.21377v1 · doi: 10.48550/arxiv.2507.21377 · pith_short_12: WU6SUBPM3Z3Y · pith_short_16: WU6SUBPM3Z3YTN7P · pith_short_8: WU6SUBPM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WU6SUBPM3Z3YTN7PC3B34IK7WV \
  | 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: b53d2a05ecde7789b7ef16c3be215fb550250c2ef96bab9e4cfb31d3cb128c38
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "52e7e4a1cdc254f22554d8b5360fa022c41a1c429f71cbfe440373f4c9ac492f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2025-07-28T22:57:21Z",
    "title_canon_sha256": "400bee18e2085a8eb97e0157138b1175dbc028bd624e0cfe73d8b4aaaf87a928"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21377",
    "kind": "arxiv",
    "version": 1
  }
}