Pith Number

pith:FIF25LCO

pith:2023:FIF25LCOUMWXVGNZKH4TMAJSKI

not attested not anchored not stored refs pending

Causal Discovery from Time Series with Hybrids of Constraint-Based and Noise-Based Algorithms

Charles K. Assaad, Daria Bystrova, Emilie Devijver, Eric Gaussier, Julyan Arbel, Wilfried Thuiller

arxiv:2306.08765 v2 · 2023-06-14 · cs.AI · 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{FIF25LCOUMWXVGNZKH4TMAJSKI}

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	2026-07-05T08:13:52.130643Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a0baeac4ea32d7a99b951f93601325228ae981a5cf917a63adf6f232323b65e

Aliases

arxiv: 2306.08765 · arxiv_version: 2306.08765v2 · doi: 10.48550/arxiv.2306.08765 · pith_short_12: FIF25LCOUMWX · pith_short_16: FIF25LCOUMWXVGNZ · pith_short_8: FIF25LCO

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/FIF25LCOUMWXVGNZKH4TMAJSKI \
  | 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: 2a0baeac4ea32d7a99b951f93601325228ae981a5cf917a63adf6f232323b65e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e48275efad60fbd2041e95edb65726396f53670ae5bd589a80e493d21a89f95",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-06-14T22:27:26Z",
    "title_canon_sha256": "65fa74e4e74aff65add4194d7559f2f30b9d3e818dd8cd3d8c22743e9f9017da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.08765",
    "kind": "arxiv",
    "version": 2
  }
}