Pith. sign in
Pith Number

pith:XSMBJMUH

pith:2024:XSMBJMUHAXJQYL4DIHGJ4OAFGU
not attested not anchored not stored refs pending

A Survey of Transformer Enabled Time Series Synthesis

Alexander Sommers, Joseph Jaboure, Logan Cummins, Maria Seale, Shahram Rahimi, Sudip Mittal, Thomas Arnold

arxiv:2406.02322 v1 · 2024-06-04 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XSMBJMUHAXJQYL4DIHGJ4OAFGU}

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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 2026-07-05T08:27:18.286578Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bc9814b28705d30c2f8341cc9e38053528e6acd9c30790f7469aa88c34671188

Aliases

arxiv: 2406.02322 · arxiv_version: 2406.02322v1 · doi: 10.48550/arxiv.2406.02322 · pith_short_12: XSMBJMUHAXJQ · pith_short_16: XSMBJMUHAXJQYL4D · pith_short_8: XSMBJMUH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XSMBJMUHAXJQYL4DIHGJ4OAFGU \
  | 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: bc9814b28705d30c2f8341cc9e38053528e6acd9c30790f7469aa88c34671188
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "286b64729e9016117df549380932748de0192f3f401b3c3bbbcd06fc0f1b5318",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-04T13:52:42Z",
    "title_canon_sha256": "5adaefd3e03d824a2cd24b11949cc3f9718f4b075bf40b71284ba6c821965284"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02322",
    "kind": "arxiv",
    "version": 1
  }
}