{
  "video_id": "2606.23536",
  "channel": "cs.LG",
  "title": "Simulation-Free Estimation of Traffic Flows from Sparse Count Data",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 0,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 1.5,
  "effective_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solide Optimierungs-Arbeit zu Traffic-Flow-Estimation mit klarer Methodik, aber keine Relevanz für Aria-Ziele (Multi-Agent, LLM-Architektur, Memory-Design) und begrenzte konzeptionelle Neuheit.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001732,
  "triaged_at": "2026-06-23T15:01:04.486098+00:00"
}