Pith Number

pith:NWEZIXXM

pith:2023:NWEZIXXM47FBGC6ULZEWBZUIY7

not attested not anchored not stored refs pending

Causal Discovery from Temporal Data: An Overview and New Perspectives

Chang Gong, Chuzhe Zhang, Di Yao, Jingping Bi, Wenbin Li

arxiv:2303.10112 v3 · 2023-03-17 · cs.LG · stat.ME

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NWEZIXXM47FBGC6ULZEWBZUIY7}

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

GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series

Receipt and verification

First computed	2026-07-05T06:37:13.108135Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d89945eece7ca130bd45e4960e688c7d0d2973ce8dcafeb0a96e4bcd1ace366

Aliases

arxiv: 2303.10112 · arxiv_version: 2303.10112v3 · doi: 10.48550/arxiv.2303.10112 · pith_short_12: NWEZIXXM47FB · pith_short_16: NWEZIXXM47FBGC6U · pith_short_8: NWEZIXXM

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/NWEZIXXM47FBGC6ULZEWBZUIY7 \
  | 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: 6d89945eece7ca130bd45e4960e688c7d0d2973ce8dcafeb0a96e4bcd1ace366

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8cbf3fe986d0f0a8c25b474412750f62be8391737978c109de281cbf3c353c93",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-17T16:45:01Z",
    "title_canon_sha256": "5f9fc2afbee6caaf9bd29df0c6a4bac0b1bdedacfc78b88187578c97ec285b10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.10112",
    "kind": "arxiv",
    "version": 3
  }
}