Pith Number

pith:RGCM5LGB

pith:2023:RGCM5LGBOZTOKNAFOIFY2HDUTA

not attested not anchored not stored refs pending

Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs

Ilan Naiman, Michael W. Mahoney, N. Benjamin Erichson, Omri Azencot, Pu Ren

arxiv:2310.02619 v2 · 2023-10-04 · 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{RGCM5LGBOZTOKNAFOIFY2HDUTA}

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

2 papers in Pith

MSDformer: Multi-scale Discrete Transformer For Time Series Generation

Is Flow Matching Just Trajectory Replay for Sequential Data?

Receipt and verification

First computed	2026-07-05T08:18:32.223059Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8984ceacc17666e53405720b8d1c74981dfd832d6e9eb87dec294fff8a45d162

Aliases

arxiv: 2310.02619 · arxiv_version: 2310.02619v2 · doi: 10.48550/arxiv.2310.02619 · pith_short_12: RGCM5LGBOZTO · pith_short_16: RGCM5LGBOZTOKNAF · pith_short_8: RGCM5LGB

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/RGCM5LGBOZTOKNAFOIFY2HDUTA \
  | 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: 8984ceacc17666e53405720b8d1c74981dfd832d6e9eb87dec294fff8a45d162

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e284926ab8d36a793334c3eb3c87e08baae2dbde4c4bc6fae1a6324d619585b5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T07:14:43Z",
    "title_canon_sha256": "b4d69095eee99d50c93d39cb0efab8dc1d824da891d7ec1ac09a03a078007c5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02619",
    "kind": "arxiv",
    "version": 2
  }
}