Pith Number

pith:A52L4V4U

pith:2019:A52L4V4U2DUU3TADBQVTHZI4Y2

not attested not anchored not stored refs pending

Reinforcement Learning with Low-Complexity Liquid State Machines

Gopalakrishnan Srinivasan, Kaushik Roy, Wachirawit Ponghiran

arxiv:1906.01695 v1 · 2019-06-04 · cs.LG · 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{A52L4V4U2DUU3TADBQVTHZI4Y2}

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	2026-05-17T23:44:06.529037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0774be5794d0e94dcc030c2b33e51cc6bf5f8f478e4bfb4f3486a95c56d4731e

Aliases

arxiv: 1906.01695 · arxiv_version: 1906.01695v1 · doi: 10.48550/arxiv.1906.01695 · pith_short_12: A52L4V4U2DUU · pith_short_16: A52L4V4U2DUU3TAD · pith_short_8: A52L4V4U

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/A52L4V4U2DUU3TADBQVTHZI4Y2 \
  | 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: 0774be5794d0e94dcc030c2b33e51cc6bf5f8f478e4bfb4f3486a95c56d4731e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "260a2b64e3cd9e047e73aa494464ef53b8947b0703eb90fba443f7201dfc839d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-04T19:35:44Z",
    "title_canon_sha256": "f69119fc5eb70b6192c215974b5db32f2e263fd5b901ecc8119c8d6be2357854"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.01695",
    "kind": "arxiv",
    "version": 1
  }
}