Pith Number

pith:3ZFEFAKX

pith:2026:3ZFEFAKXPGSFWQVSGINGX6KGWB

not attested not anchored not stored refs pending

Causal Discovery with Inverted Self-attention for Multivariate Time Series

Huan Huo, Tianqing Zhu, Xiufeng Liu, Yifan Yin, Yong Wang, Yusen Liu

arxiv:2607.28212 v1 · 2026-07-30 · cs.CL · 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{3ZFEFAKXPGSFWQVSGINGX6KGWB}

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	2026-07-31T01:36:30.499164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

de4a42815779a45b42b2321a6bf946b05d127ec4c1ce638b4523baefb74ea8ca

Aliases

arxiv: 2607.28212 · arxiv_version: 2607.28212v1 · doi: 10.48550/arxiv.2607.28212 · pith_short_12: 3ZFEFAKXPGSF · pith_short_16: 3ZFEFAKXPGSFWQVS · pith_short_8: 3ZFEFAKX

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/3ZFEFAKXPGSFWQVSGINGX6KGWB \
  | 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: de4a42815779a45b42b2321a6bf946b05d127ec4c1ce638b4523baefb74ea8ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c2d4d473cf4dea966d4828e38e8fe81c715a6e5c686d649072310bbbdca7ee8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-30T13:49:46Z",
    "title_canon_sha256": "84e28c294c0942389b3875e85698db9a1f71d1e970d46c3baf32be22c3c8f6b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.28212",
    "kind": "arxiv",
    "version": 1
  }
}