Pith Number

pith:TP5TJCXU

pith:2026:TP5TJCXUSBCICW3VS7422JOE5W

not attested not anchored not stored refs pending

Improving Crash Frequency Prediction from Simulated Traffic Conflicts Using Machine Learning Based Microsimulation

Carlo G. Prato, Gustav Markkula, Xian Liu

arxiv:2606.12500 v1 · 2026-06-10 · cs.LG · 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{TP5TJCXUSBCICW3VS7422JOE5W}

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	2026-06-12T00:07:52.561702Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bfb348af49044815b7597f9ad25c4eda73ba24690ff6a3c74ceb43064100de7

Aliases

arxiv: 2606.12500 · arxiv_version: 2606.12500v1 · doi: 10.48550/arxiv.2606.12500 · pith_short_12: TP5TJCXUSBCI · pith_short_16: TP5TJCXUSBCICW3V · pith_short_8: TP5TJCXU

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/TP5TJCXUSBCICW3VS7422JOE5W \
  | 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: 9bfb348af49044815b7597f9ad25c4eda73ba24690ff6a3c74ceb43064100de7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "041bf4e3bf8b2f2dba894a7aecdf1b3b019c43f9fdb14462e744053b7e7effa6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-10T15:43:20Z",
    "title_canon_sha256": "430733a79b35ee629948726109179c8969e20b242f939bb5e14d8d5b409bbd71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.12500",
    "kind": "arxiv",
    "version": 1
  }
}