Pith Number

pith:IIL2UD5K

pith:2024:IIL2UD5KIMUETV5KU7NTIHPI5I

not attested not anchored not stored refs pending

Fast Causal Discovery by Approximate Kernel-based Generalized Score Functions with Linear Computational Complexity

Haocheng Zhang, Hao Zhang, Jihong Guan, Shuigeng Zhou, Yewei Xia, Yixin Ren

arxiv:2412.17717 v2 · 2024-12-23 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IIL2UD5KIMUETV5KU7NTIHPI5I}

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	2026-07-05T11:17:39.429617Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4217aa0faa432849d7aaa7db341de8ea1f1ecf5acc191181043d14d840da1399

Aliases

arxiv: 2412.17717 · arxiv_version: 2412.17717v2 · doi: 10.48550/arxiv.2412.17717 · pith_short_12: IIL2UD5KIMUE · pith_short_16: IIL2UD5KIMUETV5K · pith_short_8: IIL2UD5K

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/IIL2UD5KIMUETV5KU7NTIHPI5I \
  | 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: 4217aa0faa432849d7aaa7db341de8ea1f1ecf5acc191181043d14d840da1399

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2352f938b83b01bff4384b8093bc50dcc2ff50cba6a339eda0009719ae14f38a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-23T16:51:45Z",
    "title_canon_sha256": "fa37cae9b55618f8e95a3f614e6e5548af9b18342abee080386767088343c7d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17717",
    "kind": "arxiv",
    "version": 2
  }
}