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Zongwu
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NEWS LETTER
INCA_Input-stationary_Dataflow_at_Outside-the-box_Thinking_about_Deep_Learning_Accelerators
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2026
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02/26
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Article table of contents
TOP
1.
📑 论文元数据 (Metadata)
2.
🎯 1. 核心洞察 (Executive Summary)
3.
⚙️ 2. 技术解构 (Methodology)
3.1.
2.1 问题建模:WS PIM 的结构性瓶颈
3.2.
2.2 INCA 的核心设计:Input-stationary on RRAM
3.3.
2.3 2T1R 单元:为 kernel 滑窗提供「可编程布线」
3.4.
2.4 3D 架构:垂直堆叠以支持高并行训练
3.5.
2.5 仿真与建模流程
4.
📉 3. 实验与评估 (Evaluation & Analysis)
4.1.
3.1 实验设置概览
4.2.
3.2 性能与能效对比
4.3.
3.3 噪声与鲁棒性分析
4.4.
3.4 消融与公平性讨论
5.
🔨 4. 批判性思考 (Critical Review)
5.1.
✅ 优点 (Pros)
5.2.
❌ 局限性与质疑 (Cons & Weaknesses)
5.3.
💡 启发与未来工作 (Impact & Future Directions)
6.
🧠 5. 深度追问 (Questions for the Authors)
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