Pith. sign in
Pith Number

pith:CNONWMEE

pith:2026:CNONWMEEEI7JEBSYUGACZNRQ3R
not attested not anchored not stored refs pending

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety

Bin Ran, David A. Noyce, Jingwen Zhu, Keshu Wu, Pei Li, Steven T. Parker

arxiv:2607.24168 v1 · 2026-07-27 · cs.LG · cs.ET

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CNONWMEEEI7JEBSYUGACZNRQ3R}

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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 2026-07-28T01:23:48.336370Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

135cdb3084223e920658a1802cb630dc79ee0c4f33232a4b000c7d115566ab3e

Aliases

arxiv: 2607.24168 · arxiv_version: 2607.24168v1 · doi: 10.48550/arxiv.2607.24168 · pith_short_12: CNONWMEEEI7J · pith_short_16: CNONWMEEEI7JEBSY · pith_short_8: CNONWMEE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CNONWMEEEI7JEBSYUGACZNRQ3R \
  | 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: 135cdb3084223e920658a1802cb630dc79ee0c4f33232a4b000c7d115566ab3e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "512813a9e309d18705192a40f5655ed3237ddb3a7f7203efdb367b15b3be878e",
    "cross_cats_sorted": [
      "cs.ET"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-27T08:51:41Z",
    "title_canon_sha256": "5ef6fd006a77d9be12174ad3af7a2b02c08bec1708fecc234fa0a76df27cb3fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.24168",
    "kind": "arxiv",
    "version": 1
  }
}