Pith Number

pith:MNZGXFU6

pith:2023:MNZGXFU6UMECEHBTMSM3GRD55J

not attested not anchored not stored refs pending

A Survey on Reservoir Computing and its Interdisciplinary Applications Beyond Traditional Machine Learning

Danilo Vasconcellos Vargas, Heng Zhang

arxiv:2307.15092 v1 · 2023-07-27 · cs.NE · cs.AI · cs.AR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MNZGXFU6UMECEHBTMSM3GRD55J}

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	2026-07-05T06:39:36.795791Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63726b969ea308221c336499b3447dea7e5bb3421982de76b2d2bf6b1fe340ec

Aliases

arxiv: 2307.15092 · arxiv_version: 2307.15092v1 · doi: 10.48550/arxiv.2307.15092 · pith_short_12: MNZGXFU6UMEC · pith_short_16: MNZGXFU6UMECEHBT · pith_short_8: MNZGXFU6

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/MNZGXFU6UMECEHBTMSM3GRD55J \
  | 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: 63726b969ea308221c336499b3447dea7e5bb3421982de76b2d2bf6b1fe340ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4fe568b269e016efe6ba488c0a80985be8015a76d9e5cb70ff467b34243d7df7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2023-07-27T05:20:20Z",
    "title_canon_sha256": "002a7c326f763bd41de2444c91f64531ccf9d4fc7892242236ad869e0cd7e308"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.15092",
    "kind": "arxiv",
    "version": 1
  }
}