Pith. sign in
Pith Number

pith:P65JOVRM

pith:2022:P65JOVRMCTAOYAFVQFKGKRKBAG
not attested not anchored not stored refs pending

On the effectiveness of Randomized Signatures as Reservoir for Learning Rough Dynamics

Anna Scampicchio, Antonio Orvieto, Enea Monzio Compagnoni, Josef Teichmann, Luca Biggio, Thomas Hofmann

arxiv:2201.00384 v3 · 2022-01-02 · cs.LG · eess.SP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{P65JOVRMCTAOYAFVQFKGKRKBAG}

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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 2026-07-05T06:04:32.818609Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7fba97562c14c0ec00b5815465454101b0ed9f96882e6dca051f8220de49f9d0

Aliases

arxiv: 2201.00384 · arxiv_version: 2201.00384v3 · doi: 10.48550/arxiv.2201.00384 · pith_short_12: P65JOVRMCTAO · pith_short_16: P65JOVRMCTAOYAFV · pith_short_8: P65JOVRM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/P65JOVRMCTAOYAFVQFKGKRKBAG \
  | 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: 7fba97562c14c0ec00b5815465454101b0ed9f96882e6dca051f8220de49f9d0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5eead5eab2f61ec8084f5e593a93fb2e2f3c68970a05fc56532048d9149b6df8",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-02T17:37:25Z",
    "title_canon_sha256": "c9d06e8b40d02be1b27fa35cb215a851352f87dc977fa68ad3cd09b3e857f072"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.00384",
    "kind": "arxiv",
    "version": 3
  }
}