Pith Number

pith:ZO2OVLQB

pith:2022:ZO2OVLQB2UOJTFZFUIQQONRM5F

not attested not anchored not stored refs pending

Transformers in Time-series Analysis: A Tutorial

Aakash Tripathi, Ghulam Rasool, Ian E. Nielsen, Ravi P. Ramachandran, Sabeen Ahmed, Shamoon Siddiqui

arxiv:2205.01138 v2 · 2022-04-28 · 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{ZO2OVLQB2UOJTFZFUIQQONRM5F}

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

Pointwise is Pointless? A Multimodal Ablation Study for Precipitation Nowcasting with Graph Neural Networks

Receipt and verification

First computed	2026-07-05T06:34:44.847501Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbb4eaae01d51c999725a22107362ce96e85182c9d423b345c51fa3b7889cc73

Aliases

arxiv: 2205.01138 · arxiv_version: 2205.01138v2 · doi: 10.48550/arxiv.2205.01138 · pith_short_12: ZO2OVLQB2UOJ · pith_short_16: ZO2OVLQB2UOJTFZF · pith_short_8: ZO2OVLQB

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/ZO2OVLQB2UOJTFZFUIQQONRM5F \
  | 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: cbb4eaae01d51c999725a22107362ce96e85182c9d423b345c51fa3b7889cc73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b5eb5ad47206cae35d6f416f8f2b73bc917ac49a2c4ea69aa1dba8c1a663f1e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-28T05:17:45Z",
    "title_canon_sha256": "359498b237c120e31cfdb91658b0deb25ea0dd794e5eae973114990f1a644762"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.01138",
    "kind": "arxiv",
    "version": 2
  }
}