Pith Number

pith:R2Q3QVVT

pith:2025:R2Q3QVVTZRCNZRMBC2A3MHOA5V

not attested not anchored not stored refs pending

CITRAS: Covariate-Informed Transformer for Time Series Forecasting

Issei Suemitsu, Wenpeng Wei, Yosuke Yamaguchi

arxiv:2503.24007 v4 · 2025-03-31 · 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{R2Q3QVVTZRCNZRMBC2A3MHOA5V}

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

CITRAS-FM: Tiny Time Series Foundation Model for Covariate-Informed Zero-Shot Forecasting

TiRex-2: Generalizing TiRex to Multivariate Data and Streaming

Receipt and verification

First computed	2026-06-10T01:10:55.814905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ea1b856b3cc44dcc5811681b61dc0ed66fbc4d882b13c463a8fad6e54112006

Aliases

arxiv: 2503.24007 · arxiv_version: 2503.24007v4 · doi: 10.48550/arxiv.2503.24007 · pith_short_12: R2Q3QVVTZRCN · pith_short_16: R2Q3QVVTZRCNZRMB · pith_short_8: R2Q3QVVT

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/R2Q3QVVTZRCNZRMBC2A3MHOA5V \
  | 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: 8ea1b856b3cc44dcc5811681b61dc0ed66fbc4d882b13c463a8fad6e54112006

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "872b49b4302f7d60620005a5838ddc9e44e1cfb26f946737a46cd1facf4ca0ca",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-31T12:32:23Z",
    "title_canon_sha256": "f691f02e08f761aa7770f492fea6dbc6ffd65fcb2dbd8af61014b13c22be4a54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.24007",
    "kind": "arxiv",
    "version": 4
  }
}