Pith Number

pith:BCUMT5TF

pith:2024:BCUMT5TFNM6IMUQLVBDZ5VRG3H

not attested not anchored not stored refs pending

Enhancing Traffic Incident Management with Large Language Models: A Hybrid Machine Learning Approach for Severity Classification

Adriana-Simona Mihaita, Artur Grigorev, Khaled Saleh, Yuming Ou

arxiv:2403.13547 v2 · 2024-03-20 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BCUMT5TFNM6IMUQLVBDZ5VRG3H}

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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.

Cited by

1 paper in Pith

Large Language Models in Transportation Systems Management and Operations: From Text Reasoning to Multi-modal Decision Support

Receipt and verification

First computed	2026-07-05T08:13:31.180408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08a8c9f6656b3c86520ba8479ed626d9f9e9af10cafaf8094366a6294da188b4

Aliases

arxiv: 2403.13547 · arxiv_version: 2403.13547v2 · doi: 10.48550/arxiv.2403.13547 · pith_short_12: BCUMT5TFNM6I · pith_short_16: BCUMT5TFNM6IMUQL · pith_short_8: BCUMT5TF

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/BCUMT5TFNM6IMUQLVBDZ5VRG3H \
  | 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: 08a8c9f6656b3c86520ba8479ed626d9f9e9af10cafaf8094366a6294da188b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba1b752dcd09173b0e77665b6cee1ae65999f440721b6fac37a0d85590404703",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-20T12:33:51Z",
    "title_canon_sha256": "6a6056edcb5ce8ab967617e933e531158611edcbf6fb99cbdf2ec14b5b50dc32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.13547",
    "kind": "arxiv",
    "version": 2
  }
}