Pith Number

pith:S62GUE6B

pith:2025:S62GUE6BRG766NA3DPXQ2E74GJ

not attested not anchored not stored refs pending

Towards Efficient Large Scale Spatial-Temporal Time Series Forecasting via Improved Inverted Transformers

Chin-Chia Michael Yeh, Girish Chowdhary, Huiyuan Chen, Jiarui Sun, Junpeng Wang, Uday Singh Saini, Vivian Lai, Xin Dai, Xiran Fan, Yan Zheng, Yujie Fan, Zhimeng Jiang, Zhongfang Zhuang

arxiv:2503.10858 v1 · 2025-03-13 · 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{S62GUE6BRG766NA3DPXQ2E74GJ}

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	2026-07-05T10:31:07.180231Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97b46a13c189bfef341b1bef0d13fc324d068dfc6aeed0b0b4bcb8d48cc293b8

Aliases

arxiv: 2503.10858 · arxiv_version: 2503.10858v1 · doi: 10.48550/arxiv.2503.10858 · pith_short_12: S62GUE6BRG76 · pith_short_16: S62GUE6BRG766NA3 · pith_short_8: S62GUE6B

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/S62GUE6BRG766NA3DPXQ2E74GJ \
  | 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: 97b46a13c189bfef341b1bef0d13fc324d068dfc6aeed0b0b4bcb8d48cc293b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e75be9416effa1cd323269db3c3c657b1782f29be2e08bbf97cf9adc8951a57b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-13T20:14:08Z",
    "title_canon_sha256": "06c9fd5fa3f02bca1e0810c144555b550fffd1bd79af6be53a4fd138ec7c9f95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10858",
    "kind": "arxiv",
    "version": 1
  }
}