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docs(paper): update HomeSec-Bench paper with M5 Pro results and 7-model leaderboard
- Switch to 1-column onecolumn IEEEtran format
- Update hardware: M3 24GB → M5 Pro 64GB (18 cores, 30 GPU cores)
- Expand model coverage: 3 configs → 7 models
- Local: Qwen3.5 9B/27B/35B-MoE/122B-MoE (GGUF)
- Cloud: GPT-5.4, GPT-5.4-mini, GPT-5.4-nano
- Add TTFT + tok/s inference performance table
- Add cross-model event deduplication breakdown table (8 tests × 7 models)
- Update abstract, contributions, results, failure taxonomy, deployment matrix
- Key finding: Qwen3.5-9B scores 93.8% (only 4.1pp below GPT-5.4), and
Qwen3.5-35B-MoE has lower TTFT (435ms) than all cloud models tested1 parent 0ebf84e commit c7e9ddd
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