Pith Number

pith:WP7LCJLR

pith:2025:WP7LCJLRCABT5TODQ5XRWHD4JB

not attested not anchored not stored refs pending

Comparing Normalizing Flows with Kernel Density Estimation in Estimating Risk of Automated Driving Systems

Erwin de Gelder, Maren Buermann, Olaf Op den Camp

arxiv:2507.22429 v1 · 2025-07-30 · cs.RO · 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{WP7LCJLRCABT5TODQ5XRWHD4JB}

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	2026-07-05T11:45:41.888903Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b3feb1257110033ecdc3876f1b1c7c485b87ab2f9f70237877f7cca439af23be

Aliases

arxiv: 2507.22429 · arxiv_version: 2507.22429v1 · doi: 10.48550/arxiv.2507.22429 · pith_short_12: WP7LCJLRCABT · pith_short_16: WP7LCJLRCABT5TOD · pith_short_8: WP7LCJLR

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/WP7LCJLRCABT5TODQ5XRWHD4JB \
  | 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: b3feb1257110033ecdc3876f1b1c7c485b87ab2f9f70237877f7cca439af23be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53b61d487d1d5dd5fa2ab88c28beb2c7a4e27a6512dfb5c33025f4c01534187e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-07-30T07:16:59Z",
    "title_canon_sha256": "70556831fb50df0e65e526ecd61becbfc13e3d420579e12c8363e588ec744248"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22429",
    "kind": "arxiv",
    "version": 1
  }
}