Pith Number

pith:HLQD33PO

pith:2023:HLQD33POFYYOP5E5FTMXNHNDLQ

not attested not anchored not stored refs pending

A Survey on Causal Discovery Methods for I.I.D. and Time Series Data

Emam Hossain, Md Osman Gani, Uzma Hasan

arxiv:2303.15027 v4 · 2023-03-27 · 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{HLQD33POFYYOP5E5FTMXNHNDLQ}

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

TTCD:Transformer Integrated Temporal Causal Discovery from Non-Stationary Time Series Data

Receipt and verification

First computed	2026-07-05T07:55:20.460070Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ae03dedee2e30e7f49d2cd9769da35c3533b869657fd2bd0838648446c6785e

Aliases

arxiv: 2303.15027 · arxiv_version: 2303.15027v4 · doi: 10.48550/arxiv.2303.15027 · pith_short_12: HLQD33POFYYO · pith_short_16: HLQD33POFYYOP5E5 · pith_short_8: HLQD33PO

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/HLQD33POFYYOP5E5FTMXNHNDLQ \
  | 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: 3ae03dedee2e30e7f49d2cd9769da35c3533b869657fd2bd0838648446c6785e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff15f25818e4b10fe6622ac294dad65fa1f58d611c939327e66d0a8b6ea70afb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-03-27T09:21:41Z",
    "title_canon_sha256": "ba8260b2a68fd37bb0cf323c46b07998c611eaa13760a3c0f9afc8339f8dc406"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.15027",
    "kind": "arxiv",
    "version": 4
  }
}