{
  "video_id": "2606.17035",
  "channel": "cs.LG",
  "title": "Your Privacy My Cloak: Backdoor Attacks on Differentially Private Federated Learning",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.5,
  "effective_score": 2.5,
  "verdict": "promote",
  "one_line_reason": "Rigorose empirische Sicherheitsanalyse mit neuem Attack-Paradigma (RING) gegen DP-FL; fundamentale Erkenntnisse über Privacy-Defense-Tradeoffs, aber begrenzte direkte Anwendbarkeit für Aria-Multi-Agent-Architektur.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001925,
  "triaged_at": "2026-06-16T15:01:10.962190+00:00"
}