Pith. sign in
Pith Number

pith:D7ITVWBG

pith:2022:D7ITVWBGTL3PU7VGEVQCCT5I7M
not attested not anchored not stored refs pending

A Convergence Rate for Manifold Neural Networks

Deanna Needell, Joyce Chew, Michael Perlmutter

arxiv:2212.12606 v2 · 2022-12-23 · cs.LG · cs.NA · eess.SP · math.NA · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{D7ITVWBGTL3PU7VGEVQCCT5I7M}

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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 2026-07-05T06:33:18.216145Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1fd13ad8269af6fa7ea62560214fa8fb3171fb1e1ca36e3e8caf95b7c102d319

Aliases

arxiv: 2212.12606 · arxiv_version: 2212.12606v2 · doi: 10.48550/arxiv.2212.12606 · pith_short_12: D7ITVWBGTL3P · pith_short_16: D7ITVWBGTL3PU7VG · pith_short_8: D7ITVWBG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/D7ITVWBGTL3PU7VGEVQCCT5I7M \
  | 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: 1fd13ad8269af6fa7ea62560214fa8fb3171fb1e1ca36e3e8caf95b7c102d319
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dc2c062102df53fb871a1929bc8263dbfb67b061a4b4a649e305db30b55596d8",
    "cross_cats_sorted": [
      "cs.NA",
      "eess.SP",
      "math.NA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-23T22:44:25Z",
    "title_canon_sha256": "a5aa446288545e5e8302b1210aa8d998f3e4dd2ad6da9b7b2e81ddd9ac58353f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.12606",
    "kind": "arxiv",
    "version": 2
  }
}