Pith Number

pith:JLHQ2N26

pith:2026:JLHQ2N26K4MN5XTMB65AWIMKUF

not attested not anchored not stored refs pending

Trio: Learning Time-Series Forecasting with Temporal-Spatial-Sample Attention and Structural Causal Priors

Chunlei Peng, Decheng Liu, Dongjing Wang, Hengwei He, Hongda Li, Tao Chen, Wenyue Ding, Xin Zhang, Yexu Zhou, Zheng Chen, Zhewei Chen, Zhi Gong

arxiv:2606.07291 v1 · 2026-06-05 · 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{JLHQ2N26K4MN5XTMB65AWIMKUF}

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	2026-06-08T01:05:17.879448Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4acf0d375e5718dede6c0fba0b218aa143e8a3446df9ab737d7316745ed44098

Aliases

arxiv: 2606.07291 · arxiv_version: 2606.07291v1 · doi: 10.48550/arxiv.2606.07291 · pith_short_12: JLHQ2N26K4MN · pith_short_16: JLHQ2N26K4MN5XTM · pith_short_8: JLHQ2N26

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/JLHQ2N26K4MN5XTMB65AWIMKUF \
  | 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: 4acf0d375e5718dede6c0fba0b218aa143e8a3446df9ab737d7316745ed44098

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43bb4c7f34db02a842f5b5819ae30f6d4d6425a1448511f5ae8b0914f6315177",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-05T14:01:58Z",
    "title_canon_sha256": "a4fc910af63375b932a3b3f8f86c7ef3f38c271fb656385493a632fd37865201"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.07291",
    "kind": "arxiv",
    "version": 1
  }
}