Pith Number

pith:OC7JVFIN

pith:2023:OC7JVFIN33SWZQ4KZSPDSCSSB7

not attested not anchored not stored refs pending

Vector Quantized Time Series Generation with a Bidirectional Prior Model

Daesoo Lee, Erlend Aune, Sara Malacarne

arxiv:2303.04743 v3 · 2023-03-08 · cs.LG · cs.AI · 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{OC7JVFIN33SWZQ4KZSPDSCSSB7}

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

Exploring the Potential of Probabilistic Transformer for Time Series Modeling: A Report on the ST-PT Framework

TimeTok: Granularity-Controllable Time-Series Generation via Hierarchical Tokenization

Receipt and verification

First computed	2026-07-05T05:56:56.238644Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70be9a950ddee56cc38acc9e390a520fce6aeea59538635c988e51f41f2cf19b

Aliases

arxiv: 2303.04743 · arxiv_version: 2303.04743v3 · doi: 10.48550/arxiv.2303.04743 · pith_short_12: OC7JVFIN33SW · pith_short_16: OC7JVFIN33SWZQ4K · pith_short_8: OC7JVFIN

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/OC7JVFIN33SWZQ4KZSPDSCSSB7 \
  | 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: 70be9a950ddee56cc38acc9e390a520fce6aeea59538635c988e51f41f2cf19b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4561b59fedb346fde32c01d3068ec2f995ff7bd69dddffcb5ed7b3cb8598cd25",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-08T17:27:39Z",
    "title_canon_sha256": "902a01c32a5db4a19d0dbffeafe8e245c80f83476b07158dfcf665cf6420bb65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.04743",
    "kind": "arxiv",
    "version": 3
  }
}