Pith Number

pith:4Y4SJXU5

pith:2022:4Y4SJXU53TEMMX6MAGFIGRRR7W

not attested not anchored not stored refs pending

GD-VAEs: Geometric Dynamic Variational Autoencoders for Learning Nonlinear Dynamics and Dimension Reductions

Paul J. Atzberger, Ryan Lopez

arxiv:2206.05183 v4 · 2022-06-10 · cs.LG · cs.NA · math.DS · math.NA · physics.data-an · 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{4Y4SJXU53TEMMX6MAGFIGRRR7W}

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.

Cited by

1 paper in Pith

Geometric flow regularization in latent spaces for smooth dynamics with the efficient variations of curvature

Receipt and verification

First computed	2026-07-05T10:39:44.547713Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e63924de9ddcc8c65fcc018a834631fd96b9ffd90797e3fbf9a84332254f8ddb

Aliases

arxiv: 2206.05183 · arxiv_version: 2206.05183v4 · doi: 10.48550/arxiv.2206.05183 · pith_short_12: 4Y4SJXU53TEM · pith_short_16: 4Y4SJXU53TEMMX6M · pith_short_8: 4Y4SJXU5

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/4Y4SJXU53TEMMX6MAGFIGRRR7W \
  | 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: e63924de9ddcc8c65fcc018a834631fd96b9ffd90797e3fbf9a84332254f8ddb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59acac7812e0d27138fbc0ab22504def2798ef29eb17c6c9b6a4f813e8570efd",
    "cross_cats_sorted": [
      "cs.NA",
      "math.DS",
      "math.NA",
      "physics.data-an",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-10T15:23:23Z",
    "title_canon_sha256": "33dfc354aaf0a694eef785d5033fe7b03f1f307ecc83f021edd3d87dae729a58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.05183",
    "kind": "arxiv",
    "version": 4
  }
}