Pith Number

pith:YIWN5DJP

pith:2024:YIWN5DJPCWSPN3YENS72HTCVTY

not attested not anchored not stored refs pending

Explainable AI for Multivariate Time Series Pattern Exploration: Latent Space Visual Analytics with Temporal Fusion Transformer and Variational Autoencoders in Power Grid Event Diagnosis

Aaron Wilson, Ali Boyaci, Haowen Xu, Jianming Lian

arxiv:2412.16098 v2 · 2024-12-20 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YIWN5DJPCWSPN3YENS72HTCVTY}

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.

Receipt and verification

First computed	2026-07-05T09:53:47.388111Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c22cde8d2f15a4f6ef046cbfa3cc559e2651a7c4524a1581db7c78e48f620da0

Aliases

arxiv: 2412.16098 · arxiv_version: 2412.16098v2 · doi: 10.48550/arxiv.2412.16098 · pith_short_12: YIWN5DJPCWSP · pith_short_16: YIWN5DJPCWSPN3YE · pith_short_8: YIWN5DJP

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/YIWN5DJPCWSPN3YENS72HTCVTY \
  | 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: c22cde8d2f15a4f6ef046cbfa3cc559e2651a7c4524a1581db7c78e48f620da0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8b84af478b873e1faf9be7f9292df8391569f95079391ac0cca3e66dbfd4304",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-20T17:41:11Z",
    "title_canon_sha256": "b4bb97adcb74f0dd318d510d64013cdfef8523c53ee43737858c2cab5f1d7d04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16098",
    "kind": "arxiv",
    "version": 2
  }
}